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Consumer, PE, & Market Research | Partner @BCG | Ex BigLaw | Angel Investor | Views are mine alone
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The Analyst
Aaron Shapiro is a sharp-minded market research and strategy expert who cuts through hype with data-driven insights and practical wisdom. Partner at BCG with a strong background in consumer research, private equity, and big law, he shares clear, thoughtful takes on market dynamics and the future of consulting. Aaron’s analytical lens combined with a hint of humor makes his content as engaging as it is informative.
Aaron is so deep into market data, he probably dreams in spreadsheets and wakes up wondering if his pillow's ROI just dropped by 15%. If only sarcasm and Excel formulas were convertible currencies, he’d be a billionaire by now!
Being a partner at BCG and recognized thought leader in consumer and market research who consistently bridges high-stakes consulting with accessible industry insights.
To empower business leaders, investors, and brands with accurate, thorough market intelligence and strategic judgment that enables sound, evidence-based decisions in a rapidly evolving landscape.
Aaron believes rigorous analysis, human judgment, and evidence-backed strategies outperform AI hype and surface-level thinking. He values accuracy, transparency, and nuance in research, and holds that solid strategy requires understanding people, not just numbers.
Exceptional ability to dissect complex market phenomena with clarity and precision, combined with a knack for contextualizing data insights to actionable business strategy. Highly respected expert with a strong professional pedigree and credibility.
To grow his audience on X, Aaron should leverage Twitter threads combining his deep insights with approachable storytelling and occasional humor. Engaging in timely discussions with influencers and providing bite-sized, impactful takeaways will help amplify reach and foster community around his expertise.
Fun fact: Despite being a data purist, Aaron openly questions tech hype, like AI replacing strategy consultants, showing his grounded realism in a futuristic world.
3 hours into @AcquiredFM's 5 hr Rolex episode
Can't get this quote out of my head
"It's a 10+ billion dollar revenue business performing a dead craft obsoleted by the digital world. They make a watch that can't tell the time as good as my Apple watch or even a $10 Casio"
Any other products that are technologically obsolete but still a huge market?
Just got back from @BevNET; Hemp THC Beverages were one of the hottest categories
I spoke with brands, retailers, and suppliers.
Here are 8 takeaways. Let's dive in
1. DTC is working - but on borrowed time
DTC is 50%+ of sales for some brands. Brands make the unit economics work (often challenging in bev) bc of (1) THC bev's price point and (2) charging for shipping.
This also lets brands build direct relationships with consumers and gather feedback.
But it may not last. States like TN & AL have banned DTC. More may follow. Enforcement remains uncertain. Brands are using the channel while they can -- but staying nimble.
2. Brands need a state-by-state GTM strategy
Winning brands are carefully choosing where to play. One brand launched in MA, NY, CA. All 3 markets restricted hemp THC. The brand lost all 3 overnight.
Think in archetypes - here's an example:
- States with clear regulations
- Gray zones
- Banned states
Seek out states with more regulatory certainty. But consider THC limits (e.g., 3mg per container in CT) and other state regulations.
Pick your battles
3. Supply chain is maturing, but distillation remains constrained
Co-manufacturing has gotten easier. Brands used to face 9-month waits to manufacture.
Emulsifiers are investing behind the growth as well.
But distillation remains fragmented and capacity-constrained. As the market grows, limited distillation capacity could drive up COGS for brands as emulsifiers pass along the cost increase.
4. Brand margins may come under pressure
📈Ad costs are rising as brands enter
📉Pricing pressure will grow as competition grows and brands show up on more shelves next to comps
🏬Retailers may push trade spend as category matures putting pressure on gross-to-net
🍶Distillation capacity constraints could drive up COGS
5. Big BevAlc is on the sidelines...for now
Startups have a real head start - this is rare in CPG. The regulatory fog and social stigma (among other factors) have kept legacy players out for now.
This is a HUGE advantage for young brands. But it won't last. The big BevAlc players are actively making plans to enter the space as the regulatory fog clears - some have already entered in Canada. If you're a new brand the time to grow is NOW
6. Will Big BevAlc acquire or crush THC brands? Mixed opinions
🪓Case for "crush": Low category awareness means even top brands have limited brand equity. Big players can quickly launch, outspend on marketing, and scale distribution faster.
🤝Case for "acquire": Working with THC is a new capability - it's different from distilling spirits or brewing beer. It's easier for big players to buy this capability. And big players don't always win in new categories e.g., Coke couldn't get Aha to work in the flavored sparkling water category.
7. It's "federally legal"...kinda. It's all about managing risk
Yes, the 2018 Farm Bill gave hemp THC a window. But as one panelist noted "none of this is legal according to the FDA" though they've taken a hands-off approach unless brands violate certain guidance. So even before you get to the state-by-state complexity, hemp THC remains in a legal gray zone at a federal level. All this has "put lawyers in a pretzel" as one observer put it.
For brands, while legal risk exists, it's about making calculated bets.
8. QC and self-regulation are non-negotiable
THC bevs are under a microscope.
Federal and state regulation is moving slower than the market. But scrutiny is growing.
Top notch quality control, potency stability, and reliable co-mans aren't nice-to-haves. They're even more critical than in other categories.
TLDR
🔹Use DTC while you still can
🔹Focus your GTM: choose your geos wisely
🔹Know your legal risks and your risk tolerance
🔹QC matters more than ever
🔹Move fast - before Big Bev enters
🔹Prepare for potential margin pressure
The market is moving fast! The rules remain foggy and in flux. But the opportunity is real.
3 hours into @AcquiredFM's 5 hr Rolex episode
Can't get this quote out of my head
"It's a 10+ billion dollar revenue business performing a dead craft obsoleted by the digital world. They make a watch that can't tell the time as good as my Apple watch or even a $10 Casio"
Any other products that are technologically obsolete but still a huge market?
Just got back from @BevNET; Hemp THC Beverages were one of the hottest categories
I spoke with brands, retailers, and suppliers.
Here are 8 takeaways. Let's dive in
1. DTC is working - but on borrowed time
DTC is 50%+ of sales for some brands. Brands make the unit economics work (often challenging in bev) bc of (1) THC bev's price point and (2) charging for shipping.
This also lets brands build direct relationships with consumers and gather feedback.
But it may not last. States like TN & AL have banned DTC. More may follow. Enforcement remains uncertain. Brands are using the channel while they can -- but staying nimble.
2. Brands need a state-by-state GTM strategy
Winning brands are carefully choosing where to play. One brand launched in MA, NY, CA. All 3 markets restricted hemp THC. The brand lost all 3 overnight.
Think in archetypes - here's an example:
- States with clear regulations
- Gray zones
- Banned states
Seek out states with more regulatory certainty. But consider THC limits (e.g., 3mg per container in CT) and other state regulations.
Pick your battles
3. Supply chain is maturing, but distillation remains constrained
Co-manufacturing has gotten easier. Brands used to face 9-month waits to manufacture.
Emulsifiers are investing behind the growth as well.
But distillation remains fragmented and capacity-constrained. As the market grows, limited distillation capacity could drive up COGS for brands as emulsifiers pass along the cost increase.
4. Brand margins may come under pressure
📈Ad costs are rising as brands enter
📉Pricing pressure will grow as competition grows and brands show up on more shelves next to comps
🏬Retailers may push trade spend as category matures putting pressure on gross-to-net
🍶Distillation capacity constraints could drive up COGS
5. Big BevAlc is on the sidelines...for now
Startups have a real head start - this is rare in CPG. The regulatory fog and social stigma (among other factors) have kept legacy players out for now.
This is a HUGE advantage for young brands. But it won't last. The big BevAlc players are actively making plans to enter the space as the regulatory fog clears - some have already entered in Canada. If you're a new brand the time to grow is NOW
6. Will Big BevAlc acquire or crush THC brands? Mixed opinions
🪓Case for "crush": Low category awareness means even top brands have limited brand equity. Big players can quickly launch, outspend on marketing, and scale distribution faster.
🤝Case for "acquire": Working with THC is a new capability - it's different from distilling spirits or brewing beer. It's easier for big players to buy this capability. And big players don't always win in new categories e.g., Coke couldn't get Aha to work in the flavored sparkling water category.
7. It's "federally legal"...kinda. It's all about managing risk
Yes, the 2018 Farm Bill gave hemp THC a window. But as one panelist noted "none of this is legal according to the FDA" though they've taken a hands-off approach unless brands violate certain guidance. So even before you get to the state-by-state complexity, hemp THC remains in a legal gray zone at a federal level. All this has "put lawyers in a pretzel" as one observer put it.
For brands, while legal risk exists, it's about making calculated bets.
8. QC and self-regulation are non-negotiable
THC bevs are under a microscope.
Federal and state regulation is moving slower than the market. But scrutiny is growing.
Top notch quality control, potency stability, and reliable co-mans aren't nice-to-haves. They're even more critical than in other categories.
TLDR
🔹Use DTC while you still can
🔹Focus your GTM: choose your geos wisely
🔹Know your legal risks and your risk tolerance
🔹QC matters more than ever
🔹Move fast - before Big Bev enters
🔹Prepare for potential margin pressure
The market is moving fast! The rules remain foggy and in flux. But the opportunity is real.
The fact that @Hertz lets you make a reservation and sends you a confirmation even when they have no cars actually available seems like both
- a pretty big miss
- pretty easy to fix
AI is a tailwind for consumer, not a risk
@micahjay1 lays out a great case for investing in consumer as AI advances
Not only will AI not replace your favorite protein bar or athleisure brand
But AI will enable brands to expand margins by reducing OpEx
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They make a watch that can't tell the time as good as my Apple watch or even a $10 Casio\"\n\nAny other products that are technologically obsolete but still a huge market?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985650909574295613","quoted_status_permalink":{"url":"https://t.co/14Bn42ZHSU","expanded":"https://twitter.com/thisguyknowsai/status/1985650909574295613","display":"x.com/thisguyknowsai…"},"retweeted":false,"fact_check":null,"id":"1986143520189567041","view_count":45860,"bookmark_count":100,"created_at":1762368490000,"favorite_count":93,"quote_count":0,"reply_count":8,"retweet_count":8,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"AI will not be the death of strategy consulting firms \n\nI'm a partner at BCG and I've been doing market research and strategy work for 7 years \n\nHere are 3 reasons why you should NOT rely solely on Perplexity or other GenAI tools to automate market research. At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,263],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1943792994706141252","view_count":10597,"bookmark_count":44,"created_at":1752271338000,"favorite_count":63,"quote_count":0,"reply_count":26,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1943792994706141252","full_text":"1 employee per $1M of revenue \n\nThat’s the rule of thumb a friend of mine is using as he builds a supplement brand \n\nI suggested he could do 1 employee per $2M especially with AI tools now \n\nObviously lots more nuance to this but what would be your rule of thumb?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":true,"lang":"en","retweeted":false,"fact_check":null,"id":"1936121515868856708","view_count":9500,"bookmark_count":35,"created_at":1750442315000,"favorite_count":53,"quote_count":2,"reply_count":4,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1936121515868856708","full_text":"Consumers are still spending -- but the foundation is starting to crack.\n\nAt BCG we've been digging into the state of the US consumer. \nHere are 5 emerging insights every brand leader should know 🧑💼\n\n1. Consumers are spending down savings\nFrom 2021-2024, inflation eroded real incomes but spending rose 2-3% per year. The reason? Consumers were burning through pandemic-era savings. Unless real incomes rebound spending is on borrowed time\n\n2. Growth has been fueled by indulgence\n60% of spend growth from '21-'24 came from discretionary categories—travel, entertainment, tech, dining out. Why are consumers spending down savings on discretionary categories? This brings us to point 3\n\n3. High-income earners powered the growth \nThe top 40% of earners drove 70% of growth ('21-'24) masking declines among the bottom 40%. \nFor context: \n• In 2014–2019, the top 40% drove ~60% of growth\n• In 2019–2021, growth was widespread across income brackets\n\n4. Now high-income earners are pulling back too\nIn Q1 2025, aggregate consumer spend dropped—led by a sharp decline from the top 20%. The causes?\n• Persistent inflation\n• Shrinking perceived wealth as savings dwindle\n• Rising macro uncertainty (recession, tariffs, geopolitics)\n\n5. These headwinds aren't going anywhere - for now\nThe triple threat—price pressure, declining wealth sentiment, and macro anxiety—is likely to persist in the near term.\n\nWhat does this all mean if you're a consumer brand? \n• Growth will be uneven. Brands in challenged categories (e.g., alcohol) that stay passive will feel the squeeze. Others—those that adapt quickly—have a real shot at outsized gains.\n• Bold beats cautious. In this environment, hesitation is expensive. Companies that move decisively on pricing, positioning, and go-to-market will capture disproportionate share as the landscape shifts.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1944458644969656494","quoted_status_permalink":{"url":"https://t.co/C0RxCdORWz","expanded":"https://twitter.com/alex_prompter/status/1944458644969656494","display":"x.com/alex_prompter/…"},"retweeted":false,"fact_check":null,"id":"1944567018222411887","view_count":10071,"bookmark_count":7,"created_at":1752455880000,"favorite_count":33,"quote_count":0,"reply_count":11,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1944567018222411887","full_text":"Can we all just agree to stop with the “RIP consulting” takes? \n\nYes AI will have a major impact on consulting. But these are firms built over more than 50 years. They existed before excel. They’ll likely exist after excel is replaced by some AI tool. \n\nAnd most importantly PowerPoint decks are not really what consulting firms are paid for \n\nFWIW I get the instinct. RIP consulting is a catchy hook. And I’ve used a similar one so I get it","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/MiSAeyZqj2","expanded_url":"https://x.com/aaroncnsltng/status/1933244532935832002/photo/1","id_str":"1933242973573054464","indices":[279,302],"media_key":"3_1933242973573054464","media_url_https":"https://pbs.twimg.com/media/GtRCPeBXgAAw6uL.jpg","type":"photo","url":"https://t.co/MiSAeyZqj2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1631,"w":2048,"resize":"fit"},"medium":{"h":956,"w":1200,"resize":"fit"},"small":{"h":542,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2061,"width":2588,"focus_rects":[{"x":0,"y":612,"w":2588,"h":1449},{"x":527,"y":0,"w":2061,"h":2061},{"x":780,"y":0,"w":1808,"h":2061},{"x":1230,"y":0,"w":1031,"h":2061},{"x":0,"y":0,"w":2588,"h":2061}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1933242973573054464"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"32906967","name":"BevNET.com","screen_name":"BevNET","indices":[19,26]},{"id_str":"32906967","name":"BevNET.com","screen_name":"BevNET","indices":[19,26]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/MiSAeyZqj2","expanded_url":"https://x.com/aaroncnsltng/status/1933244532935832002/photo/1","id_str":"1933242973573054464","indices":[279,302],"media_key":"3_1933242973573054464","media_url_https":"https://pbs.twimg.com/media/GtRCPeBXgAAw6uL.jpg","type":"photo","url":"https://t.co/MiSAeyZqj2","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":1631,"w":2048,"resize":"fit"},"medium":{"h":956,"w":1200,"resize":"fit"},"small":{"h":542,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2061,"width":2588,"focus_rects":[{"x":0,"y":612,"w":2588,"h":1449},{"x":527,"y":0,"w":2061,"h":2061},{"x":780,"y":0,"w":1808,"h":2061},{"x":1230,"y":0,"w":1031,"h":2061},{"x":0,"y":0,"w":2588,"h":2061}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1933242973573054464"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1933244532935832002","view_count":4434,"bookmark_count":16,"created_at":1749756389000,"favorite_count":29,"quote_count":1,"reply_count":7,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1933244532935832002","full_text":"Just got back from @BevNET; Hemp THC Beverages were one of the hottest categories\n\nI spoke with brands, retailers, and suppliers.\n\nHere are 8 takeaways. Let's dive in \n\n1. DTC is working - but on borrowed time\nDTC is 50%+ of sales for some brands. Brands make the unit economics work (often challenging in bev) bc of (1) THC bev's price point and (2) charging for shipping. \nThis also lets brands build direct relationships with consumers and gather feedback. \nBut it may not last. States like TN & AL have banned DTC. More may follow. Enforcement remains uncertain. Brands are using the channel while they can -- but staying nimble.\n\n2. Brands need a state-by-state GTM strategy\nWinning brands are carefully choosing where to play. One brand launched in MA, NY, CA. All 3 markets restricted hemp THC. The brand lost all 3 overnight. \nThink in archetypes - here's an example: \n- States with clear regulations\n- Gray zones\n- Banned states\nSeek out states with more regulatory certainty. But consider THC limits (e.g., 3mg per container in CT) and other state regulations. \nPick your battles\n\n3. Supply chain is maturing, but distillation remains constrained\nCo-manufacturing has gotten easier. Brands used to face 9-month waits to manufacture. \nEmulsifiers are investing behind the growth as well. \nBut distillation remains fragmented and capacity-constrained. As the market grows, limited distillation capacity could drive up COGS for brands as emulsifiers pass along the cost increase. \n\n4. Brand margins may come under pressure \n📈Ad costs are rising as brands enter \n📉Pricing pressure will grow as competition grows and brands show up on more shelves next to comps\n🏬Retailers may push trade spend as category matures putting pressure on gross-to-net\n🍶Distillation capacity constraints could drive up COGS\n\n5. Big BevAlc is on the sidelines...for now\nStartups have a real head start - this is rare in CPG. The regulatory fog and social stigma (among other factors) have kept legacy players out for now. \nThis is a HUGE advantage for young brands. But it won't last. The big BevAlc players are actively making plans to enter the space as the regulatory fog clears - some have already entered in Canada. If you're a new brand the time to grow is NOW\n\n6. Will Big BevAlc acquire or crush THC brands? Mixed opinions\n🪓Case for \"crush\": Low category awareness means even top brands have limited brand equity. Big players can quickly launch, outspend on marketing, and scale distribution faster. \n🤝Case for \"acquire\": Working with THC is a new capability - it's different from distilling spirits or brewing beer. It's easier for big players to buy this capability. And big players don't always win in new categories e.g., Coke couldn't get Aha to work in the flavored sparkling water category. \n\n7. It's \"federally legal\"...kinda. It's all about managing risk\nYes, the 2018 Farm Bill gave hemp THC a window. But as one panelist noted \"none of this is legal according to the FDA\" though they've taken a hands-off approach unless brands violate certain guidance. So even before you get to the state-by-state complexity, hemp THC remains in a legal gray zone at a federal level. All this has \"put lawyers in a pretzel\" as one observer put it. \nFor brands, while legal risk exists, it's about making calculated bets. \n\n8. QC and self-regulation are non-negotiable \nTHC bevs are under a microscope. \nFederal and state regulation is moving slower than the market. But scrutiny is growing. \nTop notch quality control, potency stability, and reliable co-mans aren't nice-to-haves. They're even more critical than in other categories. \n\nTLDR\n🔹Use DTC while you still can \n🔹Focus your GTM: choose your geos wisely\n🔹Know your legal risks and your risk tolerance\n🔹QC matters more than ever\n🔹Move fast - before Big Bev enters\n🔹Prepare for potential margin pressure\n\nThe market is moving fast! 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They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. 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Let's dive in \n\n1. DTC is working - but on borrowed time\nDTC is 50%+ of sales for some brands. Brands make the unit economics work (often challenging in bev) bc of (1) THC bev's price point and (2) charging for shipping. \nThis also lets brands build direct relationships with consumers and gather feedback. \nBut it may not last. States like TN & AL have banned DTC. More may follow. Enforcement remains uncertain. Brands are using the channel while they can -- but staying nimble.\n\n2. Brands need a state-by-state GTM strategy\nWinning brands are carefully choosing where to play. One brand launched in MA, NY, CA. All 3 markets restricted hemp THC. The brand lost all 3 overnight. \nThink in archetypes - here's an example: \n- States with clear regulations\n- Gray zones\n- Banned states\nSeek out states with more regulatory certainty. But consider THC limits (e.g., 3mg per container in CT) and other state regulations. \nPick your battles\n\n3. Supply chain is maturing, but distillation remains constrained\nCo-manufacturing has gotten easier. Brands used to face 9-month waits to manufacture. \nEmulsifiers are investing behind the growth as well. \nBut distillation remains fragmented and capacity-constrained. As the market grows, limited distillation capacity could drive up COGS for brands as emulsifiers pass along the cost increase. \n\n4. Brand margins may come under pressure \n📈Ad costs are rising as brands enter \n📉Pricing pressure will grow as competition grows and brands show up on more shelves next to comps\n🏬Retailers may push trade spend as category matures putting pressure on gross-to-net\n🍶Distillation capacity constraints could drive up COGS\n\n5. Big BevAlc is on the sidelines...for now\nStartups have a real head start - this is rare in CPG. The regulatory fog and social stigma (among other factors) have kept legacy players out for now. \nThis is a HUGE advantage for young brands. But it won't last. The big BevAlc players are actively making plans to enter the space as the regulatory fog clears - some have already entered in Canada. If you're a new brand the time to grow is NOW\n\n6. Will Big BevAlc acquire or crush THC brands? Mixed opinions\n🪓Case for \"crush\": Low category awareness means even top brands have limited brand equity. Big players can quickly launch, outspend on marketing, and scale distribution faster. \n🤝Case for \"acquire\": Working with THC is a new capability - it's different from distilling spirits or brewing beer. It's easier for big players to buy this capability. And big players don't always win in new categories e.g., Coke couldn't get Aha to work in the flavored sparkling water category. \n\n7. It's \"federally legal\"...kinda. It's all about managing risk\nYes, the 2018 Farm Bill gave hemp THC a window. But as one panelist noted \"none of this is legal according to the FDA\" though they've taken a hands-off approach unless brands violate certain guidance. So even before you get to the state-by-state complexity, hemp THC remains in a legal gray zone at a federal level. All this has \"put lawyers in a pretzel\" as one observer put it. \nFor brands, while legal risk exists, it's about making calculated bets. \n\n8. QC and self-regulation are non-negotiable \nTHC bevs are under a microscope. \nFederal and state regulation is moving slower than the market. But scrutiny is growing. \nTop notch quality control, potency stability, and reliable co-mans aren't nice-to-haves. They're even more critical than in other categories. \n\nTLDR\n🔹Use DTC while you still can \n🔹Focus your GTM: choose your geos wisely\n🔹Know your legal risks and your risk tolerance\n🔹QC matters more than ever\n🔹Move fast - before Big Bev enters\n🔹Prepare for potential margin pressure\n\nThe market is moving fast! 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This is HUGE! \n\nI’m now imagining what my first 2 years at BCG would’ve looked like if this existed. \n\nThose 3am nights would’ve easily ended earlier \n\nCould’ve spent more time reviewing interest data cuts and less time cutting data\n\nJust incredible!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,181],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18001417","name":"Hertz","screen_name":"Hertz","indices":[14,20]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1945890712655958126","view_count":395,"bookmark_count":0,"created_at":1752771473000,"favorite_count":6,"quote_count":0,"reply_count":5,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1945890712655958126","full_text":"The fact that @Hertz lets you make a reservation and sends you a confirmation even when they have no cars actually available seems like both\n- a pretty big miss\n- pretty easy to fix","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,35],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8uV6FErwtt","expanded_url":"https://x.com/aaroncnsltng/status/1960023895093788910/photo/1","id_str":"1960023886986174465","indices":[36,59],"media_key":"3_1960023886986174465","media_url_https":"https://pbs.twimg.com/media/GzNnVy8XYAEui48.jpg","type":"photo","url":"https://t.co/8uV6FErwtt","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1712,"y":182,"h":110,"w":110}]},"medium":{"faces":[{"x":1003,"y":106,"h":64,"w":64}]},"small":{"faces":[{"x":568,"y":60,"h":36,"w":36}]},"orig":{"faces":[{"x":1712,"y":182,"h":110,"w":110}]}},"sizes":{"large":{"h":1536,"w":2048,"resize":"fit"},"medium":{"h":900,"w":1200,"resize":"fit"},"small":{"h":510,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2048,"focus_rects":[{"x":0,"y":92,"w":2048,"h":1147},{"x":102,"y":0,"w":1536,"h":1536},{"x":197,"y":0,"w":1347,"h":1536},{"x":486,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2048,"h":1536}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1960023886986174465"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54600741","name":"Manischewitz","screen_name":"ManischewitzCo","indices":[16,31]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/8uV6FErwtt","expanded_url":"https://x.com/aaroncnsltng/status/1960023895093788910/photo/1","id_str":"1960023886986174465","indices":[36,59],"media_key":"3_1960023886986174465","media_url_https":"https://pbs.twimg.com/media/GzNnVy8XYAEui48.jpg","type":"photo","url":"https://t.co/8uV6FErwtt","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[{"x":1712,"y":182,"h":110,"w":110}]},"medium":{"faces":[{"x":1003,"y":106,"h":64,"w":64}]},"small":{"faces":[{"x":568,"y":60,"h":36,"w":36}]},"orig":{"faces":[{"x":1712,"y":182,"h":110,"w":110}]}},"sizes":{"large":{"h":1536,"w":2048,"resize":"fit"},"medium":{"h":900,"w":1200,"resize":"fit"},"small":{"h":510,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1536,"width":2048,"focus_rects":[{"x":0,"y":92,"w":2048,"h":1147},{"x":102,"y":0,"w":1536,"h":1536},{"x":197,"y":0,"w":1347,"h":1536},{"x":486,"y":0,"w":768,"h":1536},{"x":0,"y":0,"w":2048,"h":1536}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1960023886986174465"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1960023895093788910","view_count":1119,"bookmark_count":1,"created_at":1756141086000,"favorite_count":20,"quote_count":0,"reply_count":5,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1960023895093788910","full_text":"Loving this new @ManischewitzCo era https://t.co/8uV6FErwtt","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":true,"lang":"en","retweeted":false,"fact_check":null,"id":"1936121515868856708","view_count":9500,"bookmark_count":35,"created_at":1750442315000,"favorite_count":53,"quote_count":2,"reply_count":4,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1936121515868856708","full_text":"Consumers are still spending -- but the foundation is starting to crack.\n\nAt BCG we've been digging into the state of the US consumer. \nHere are 5 emerging insights every brand leader should know 🧑💼\n\n1. Consumers are spending down savings\nFrom 2021-2024, inflation eroded real incomes but spending rose 2-3% per year. The reason? Consumers were burning through pandemic-era savings. Unless real incomes rebound spending is on borrowed time\n\n2. Growth has been fueled by indulgence\n60% of spend growth from '21-'24 came from discretionary categories—travel, entertainment, tech, dining out. Why are consumers spending down savings on discretionary categories? This brings us to point 3\n\n3. High-income earners powered the growth \nThe top 40% of earners drove 70% of growth ('21-'24) masking declines among the bottom 40%. \nFor context: \n• In 2014–2019, the top 40% drove ~60% of growth\n• In 2019–2021, growth was widespread across income brackets\n\n4. Now high-income earners are pulling back too\nIn Q1 2025, aggregate consumer spend dropped—led by a sharp decline from the top 20%. The causes?\n• Persistent inflation\n• Shrinking perceived wealth as savings dwindle\n• Rising macro uncertainty (recession, tariffs, geopolitics)\n\n5. These headwinds aren't going anywhere - for now\nThe triple threat—price pressure, declining wealth sentiment, and macro anxiety—is likely to persist in the near term.\n\nWhat does this all mean if you're a consumer brand? \n• Growth will be uneven. Brands in challenged categories (e.g., alcohol) that stay passive will feel the squeeze. Others—those that adapt quickly—have a real shot at outsized gains.\n• Bold beats cautious. In this environment, hesitation is expensive. Companies that move decisively on pricing, positioning, and go-to-market will capture disproportionate share as the landscape shifts.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1891892604536750385","quoted_status_permalink":{"url":"https://t.co/fVVgDAp4jR","expanded":"https://twitter.com/rosenzone/status/1891892604536750385","display":"x.com/rosenzone/stat…"},"retweeted":false,"fact_check":null,"id":"1891900369036308962","view_count":924,"bookmark_count":0,"created_at":1739899172000,"favorite_count":3,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1891900369036308962","full_text":"For all those that grew up calling all sodas POP - shoutout to all midwesterners - this is a HUGE win!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1935778290754580723","view_count":5263,"bookmark_count":7,"created_at":1750360484000,"favorite_count":28,"quote_count":1,"reply_count":3,"retweet_count":1,"user_id_str":"41446253","conversation_id_str":"1935778290754580723","full_text":"Time for a re-introduction after >1 yr and a few new followers\n\nWhat I do today: \n🔹Partner at BCG (been 7 years; still can't believe it) \n🔹My focus: growth strategy & PE diligence (I help PE funds assess companies and markets), mostly Consumer/CPG\n🔹Moonlighting as an angel investor \n\nBefore BCG: \n🔹Was a litigator at a large NY law firm for 1.5 years\n🔹Represented Puerto Rico in their bankruptcy\n🔹And lots of random other cases \n\nWhat I post about: \n1⃣ Consulting: getting in, leveling up, AI impact\n2⃣ Consumer/CPG: random thoughts, analyses, data, and the occasional spicy take - most recently been deep-diving on the hemp THC bev space (fun way to combine my CPG and legal backgrounds)\n 3⃣ PE: diligence process, what brands should think about from a PE lens, random memes\n\nDMs open - send questions, ideas, random thoughts. Always down to talk the future of consulting, the latest CPG brand, or how AI is changing everything","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,50],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1938587437351244268","view_count":753,"bookmark_count":0,"created_at":1751030236000,"favorite_count":1,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1938587437351244268","full_text":"Do management consultants make good entrepreneurs?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,255],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44622184","name":"Micah Rosenbloom","screen_name":"micahjay1","indices":[43,53]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1895141322870419688","quoted_status_permalink":{"url":"https://t.co/Jf5rrAYDbu","expanded":"https://twitter.com/micahjay1/status/1895141322870419688","display":"x.com/micahjay1/stat…"},"retweeted":false,"fact_check":null,"id":"1895144548529250617","view_count":538,"bookmark_count":0,"created_at":1740672645000,"favorite_count":4,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1895144548529250617","full_text":"AI is a tailwind for consumer, not a risk\n\n@micahjay1 lays out a great case for investing in consumer as AI advances\n\nNot only will AI not replace your favorite protein bar or athleisure brand \n\nBut AI will enable brands to expand margins by reducing OpEx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}],"activities":{"nreplies":[{"label":"2025-10-17","value":0,"startTime":1760572800000,"endTime":1760659200000,"tweets":[]},{"label":"2025-10-18","value":0,"startTime":1760659200000,"endTime":1760745600000,"tweets":[]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":0,"startTime":1760832000000,"endTime":1760918400000,"tweets":[]},{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[13,57],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"158610400","name":"Austin Rief ☕️","screen_name":"austin_rief","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"austin_rief","lang":"en","retweeted":false,"fact_check":null,"id":"1980680592800067878","view_count":45,"bookmark_count":0,"created_at":1761066027000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1980677204670575105","full_text":"@austin_rief This is one sad unintended side effect of AI","in_reply_to_user_id_str":"158610400","in_reply_to_status_id_str":"1980677204670575105","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":1,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[14,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768593971","name":"Drew Fallon","screen_name":"drewfallon12","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"drewfallon12","lang":"en","retweeted":false,"fact_check":null,"id":"1981045509839085618","view_count":1413,"bookmark_count":0,"created_at":1761153030000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981043433109369122","full_text":"@drewfallon12 The speed is wild \n\nBut even crazier is they also probably have way better unit economics than Olipop or Poppi so the enterprise value their building is seriously impressive","in_reply_to_user_id_str":"768593971","in_reply_to_status_id_str":"1981043433109369122","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[9,203],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1424047853715001349","name":"Chris Koerner","screen_name":"mhp_guy","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"mhp_guy","lang":"en","retweeted":false,"fact_check":null,"id":"1981741556013936911","view_count":390,"bookmark_count":0,"created_at":1761318980000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981708107224088949","full_text":"@mhp_guy 100! 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Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. This will only accelerate.","in_reply_to_user_id_str":"83883062","in_reply_to_status_id_str":"1985817186057990489","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814877475086535","view_count":38,"bookmark_count":0,"created_at":1762290136000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985723371561320706","full_text":"@SeanEcom Agree with all this! paying even 5x for this - assuming the $3M is real and the $15M price - is hard given the guy wants to hand over the keys and walk and the new owner will have to step in a run this","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985723371561320706","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,240],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814159225766354","view_count":124,"bookmark_count":0,"created_at":1762289964000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985476779159818525","full_text":"@SeanEcom The fundamental issue is he’s thinking in terms of a revenue multiple \n\nHe needs to shift to thinking: \n1) In ebitda multiple terms so it’s not 2x rev it’s 8x profit \n2) Adjust his multiple way down given the size of his business.","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985476779159818525","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1399771783415308291","name":"Olivia Moore","screen_name":"omooretweets","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"omooretweets","lang":"en","retweeted":false,"fact_check":null,"id":"1985858116106207506","view_count":394,"bookmark_count":0,"created_at":1762300444000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985852492241125479","full_text":"@omooretweets Reminds me of when Reed Hastings said on a Netflix earnings call that their competitor is sleep not HBO","in_reply_to_user_id_str":"1399771783415308291","in_reply_to_status_id_str":"1985852492241125479","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":8,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985650909574295613","quoted_status_permalink":{"url":"https://t.co/14Bn42ZHSU","expanded":"https://twitter.com/thisguyknowsai/status/1985650909574295613","display":"x.com/thisguyknowsai…"},"retweeted":false,"fact_check":null,"id":"1986143520189567041","view_count":45860,"bookmark_count":100,"created_at":1762368490000,"favorite_count":93,"quote_count":0,"reply_count":8,"retweet_count":8,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"AI will not be the death of strategy consulting firms \n\nI'm a partner at BCG and I've been doing market research and strategy work for 7 years \n\nHere are 3 reasons why you should NOT rely solely on Perplexity or other GenAI tools to automate market research. At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":1,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":2,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":14,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. But definitely demands a bit of careful review","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,245],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"349708361","name":"Todd Saunders","screen_name":"toddsaunders","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"toddsaunders","lang":"en","retweeted":false,"fact_check":null,"id":"1987576169651417582","view_count":15812,"bookmark_count":3,"created_at":1762710060000,"favorite_count":52,"quote_count":0,"reply_count":13,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987540650057666749","full_text":"@toddsaunders I’m voting clearance aisle. Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":1,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":6,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":1,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. 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Febreze does the same thing \n\nThey aren't selling to people who don't clean their rooms. They sell to people who love keeping their rooms clean as just the final step to make it even better","in_reply_to_user_id_str":"1424047853715001349","in_reply_to_status_id_str":"1981708107224088949","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":0,"startTime":1761868800000,"endTime":1761955200000,"tweets":[]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":0,"startTime":1762041600000,"endTime":1762128000000,"tweets":[]},{"label":"2025-11-04","value":0,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[7,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1296521","name":"Kevin Dahlstrom","screen_name":"Camp4","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"Camp4","lang":"en","retweeted":false,"fact_check":null,"id":"1985372236690215050","view_count":96,"bookmark_count":0,"created_at":1762184602000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985370906945052690","full_text":"@Camp4 I love this!","in_reply_to_user_id_str":"1296521","in_reply_to_status_id_str":"1985370906945052690","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":3,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[121,135]},{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[121,135]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1985817186057990489","quoted_status_permalink":{"url":"https://t.co/6qS1uakM14","expanded":"https://twitter.com/TaylorHoliday/status/1985817186057990489","display":"x.com/TaylorHoliday/…"},"retweeted":false,"fact_check":null,"id":"1985824384502653356","view_count":1358,"bookmark_count":3,"created_at":1762292402000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985824384502653356","full_text":"Worth a read! Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. This will only accelerate.","in_reply_to_user_id_str":"83883062","in_reply_to_status_id_str":"1985817186057990489","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814877475086535","view_count":38,"bookmark_count":0,"created_at":1762290136000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985723371561320706","full_text":"@SeanEcom Agree with all this! paying even 5x for this - assuming the $3M is real and the $15M price - is hard given the guy wants to hand over the keys and walk and the new owner will have to step in a run this","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985723371561320706","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,240],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814159225766354","view_count":124,"bookmark_count":0,"created_at":1762289964000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985476779159818525","full_text":"@SeanEcom The fundamental issue is he’s thinking in terms of a revenue multiple \n\nHe needs to shift to thinking: \n1) In ebitda multiple terms so it’s not 2x rev it’s 8x profit \n2) Adjust his multiple way down given the size of his business.","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985476779159818525","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1399771783415308291","name":"Olivia Moore","screen_name":"omooretweets","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"omooretweets","lang":"en","retweeted":false,"fact_check":null,"id":"1985858116106207506","view_count":394,"bookmark_count":0,"created_at":1762300444000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985852492241125479","full_text":"@omooretweets Reminds me of when Reed Hastings said on a Netflix earnings call that their competitor is sleep not HBO","in_reply_to_user_id_str":"1399771783415308291","in_reply_to_status_id_str":"1985852492241125479","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":100,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985650909574295613","quoted_status_permalink":{"url":"https://t.co/14Bn42ZHSU","expanded":"https://twitter.com/thisguyknowsai/status/1985650909574295613","display":"x.com/thisguyknowsai…"},"retweeted":false,"fact_check":null,"id":"1986143520189567041","view_count":45860,"bookmark_count":100,"created_at":1762368490000,"favorite_count":93,"quote_count":0,"reply_count":8,"retweet_count":8,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"AI will not be the death of strategy consulting firms \n\nI'm a partner at BCG and I've been doing market research and strategy work for 7 years \n\nHere are 3 reasons why you should NOT rely solely on Perplexity or other GenAI tools to automate market research. At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":50,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. But definitely demands a bit of careful review","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,245],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"349708361","name":"Todd Saunders","screen_name":"toddsaunders","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"toddsaunders","lang":"en","retweeted":false,"fact_check":null,"id":"1987576169651417582","view_count":15812,"bookmark_count":3,"created_at":1762710060000,"favorite_count":52,"quote_count":0,"reply_count":13,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987540650057666749","full_text":"@toddsaunders I’m voting clearance aisle. Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":5,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":7,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. 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Febreze does the same thing \n\nThey aren't selling to people who don't clean their rooms. 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Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. This will only accelerate.","in_reply_to_user_id_str":"83883062","in_reply_to_status_id_str":"1985817186057990489","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814877475086535","view_count":38,"bookmark_count":0,"created_at":1762290136000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985723371561320706","full_text":"@SeanEcom Agree with all this! paying even 5x for this - assuming the $3M is real and the $15M price - is hard given the guy wants to hand over the keys and walk and the new owner will have to step in a run this","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985723371561320706","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,240],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814159225766354","view_count":124,"bookmark_count":0,"created_at":1762289964000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985476779159818525","full_text":"@SeanEcom The fundamental issue is he’s thinking in terms of a revenue multiple \n\nHe needs to shift to thinking: \n1) In ebitda multiple terms so it’s not 2x rev it’s 8x profit \n2) Adjust his multiple way down given the size of his business.","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985476779159818525","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1399771783415308291","name":"Olivia Moore","screen_name":"omooretweets","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"omooretweets","lang":"en","retweeted":false,"fact_check":null,"id":"1985858116106207506","view_count":394,"bookmark_count":0,"created_at":1762300444000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985852492241125479","full_text":"@omooretweets Reminds me of when Reed Hastings said on a Netflix earnings call that their competitor is sleep not HBO","in_reply_to_user_id_str":"1399771783415308291","in_reply_to_status_id_str":"1985852492241125479","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":8,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985650909574295613","quoted_status_permalink":{"url":"https://t.co/14Bn42ZHSU","expanded":"https://twitter.com/thisguyknowsai/status/1985650909574295613","display":"x.com/thisguyknowsai…"},"retweeted":false,"fact_check":null,"id":"1986143520189567041","view_count":45860,"bookmark_count":100,"created_at":1762368490000,"favorite_count":93,"quote_count":0,"reply_count":8,"retweet_count":8,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"AI will not be the death of strategy consulting firms \n\nI'm a partner at BCG and I've been doing market research and strategy work for 7 years \n\nHere are 3 reasons why you should NOT rely solely on Perplexity or other GenAI tools to automate market research. At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. 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Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":2,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":5,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. The closer doesn’t disappear bc they know they own the output.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1989326713512194503","view_count":27,"bookmark_count":0,"created_at":1763127423000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989266009581383834","full_text":"@theisaacmed Love this!","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1989266009581383834","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]}],"nlikes":[{"label":"2025-10-17","value":0,"startTime":1760572800000,"endTime":1760659200000,"tweets":[]},{"label":"2025-10-18","value":0,"startTime":1760659200000,"endTime":1760745600000,"tweets":[]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":0,"startTime":1760832000000,"endTime":1760918400000,"tweets":[]},{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[13,57],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"158610400","name":"Austin Rief ☕️","screen_name":"austin_rief","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"austin_rief","lang":"en","retweeted":false,"fact_check":null,"id":"1980680592800067878","view_count":45,"bookmark_count":0,"created_at":1761066027000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1980677204670575105","full_text":"@austin_rief This is one sad unintended side effect of AI","in_reply_to_user_id_str":"158610400","in_reply_to_status_id_str":"1980677204670575105","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":3,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[14,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768593971","name":"Drew Fallon","screen_name":"drewfallon12","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"drewfallon12","lang":"en","retweeted":false,"fact_check":null,"id":"1981045509839085618","view_count":1413,"bookmark_count":0,"created_at":1761153030000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981043433109369122","full_text":"@drewfallon12 The speed is wild \n\nBut even crazier is they also probably have way better unit economics than Olipop or Poppi so the enterprise value their building is seriously impressive","in_reply_to_user_id_str":"768593971","in_reply_to_status_id_str":"1981043433109369122","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[]},{"label":"2025-10-25","value":1,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[9,203],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1424047853715001349","name":"Chris Koerner","screen_name":"mhp_guy","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"mhp_guy","lang":"en","retweeted":false,"fact_check":null,"id":"1981741556013936911","view_count":390,"bookmark_count":0,"created_at":1761318980000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981708107224088949","full_text":"@mhp_guy 100! Febreze does the same thing \n\nThey aren't selling to people who don't clean their rooms. 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Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. 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At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":3,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":2,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":80,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. 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Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":8,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":31,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":2,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":4,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":1,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. The closer doesn’t disappear bc they know they own the output.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1989326713512194503","view_count":27,"bookmark_count":0,"created_at":1763127423000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989266009581383834","full_text":"@theisaacmed Love this!","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1989266009581383834","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]}],"nviews":[{"label":"2025-10-17","value":0,"startTime":1760572800000,"endTime":1760659200000,"tweets":[]},{"label":"2025-10-18","value":0,"startTime":1760659200000,"endTime":1760745600000,"tweets":[]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":0,"startTime":1760832000000,"endTime":1760918400000,"tweets":[]},{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":45,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[13,57],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"158610400","name":"Austin Rief ☕️","screen_name":"austin_rief","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"austin_rief","lang":"en","retweeted":false,"fact_check":null,"id":"1980680592800067878","view_count":45,"bookmark_count":0,"created_at":1761066027000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1980677204670575105","full_text":"@austin_rief This is one sad unintended side effect of AI","in_reply_to_user_id_str":"158610400","in_reply_to_status_id_str":"1980677204670575105","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":1413,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[14,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768593971","name":"Drew Fallon","screen_name":"drewfallon12","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"drewfallon12","lang":"en","retweeted":false,"fact_check":null,"id":"1981045509839085618","view_count":1413,"bookmark_count":0,"created_at":1761153030000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981043433109369122","full_text":"@drewfallon12 The speed is wild \n\nBut even crazier is they also probably have way better unit economics than Olipop or Poppi so the enterprise value their building is seriously impressive","in_reply_to_user_id_str":"768593971","in_reply_to_status_id_str":"1981043433109369122","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[]},{"label":"2025-10-25","value":390,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[9,203],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1424047853715001349","name":"Chris Koerner","screen_name":"mhp_guy","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"mhp_guy","lang":"en","retweeted":false,"fact_check":null,"id":"1981741556013936911","view_count":390,"bookmark_count":0,"created_at":1761318980000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981708107224088949","full_text":"@mhp_guy 100! Febreze does the same thing \n\nThey aren't selling to people who don't clean their rooms. 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Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. 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At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":469,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":262,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":28184,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. 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Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":4164,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":10816,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":668,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":865,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":162,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. 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Collaborating with well-known figures he respects could also amplify his reach.","roast":"Patrick’s so deep into Bitcoin that when people ask if he’s into altcoins, he replies, 'Formula 1 only, amateurs', making it clear he’s got tunnel vision sharper than a magnifying glass on a summer day.","win":"Building a trusted reputation as a go-to source for honest, insightful bitcoin and financial content with highly engaged posts, especially the widely appreciated weekly financial content praised as the best available."},"created":1763192463524,"type":"the analyst","id":"gpatrickhubbard"},{"user":{"id":"1310312651407470596","name":"Ser Keiser ♦️","description":"DeFi Connoisseur (On-Chain Arc).","followers_count":1254,"friends_count":4619,"statuses_count":36013,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1902682419729190912/glTH0ir7_normal.jpg","screen_name":"The_As_Usual_1","location":"Cybertron","entities":{"description":{"urls":[]}}},"details":{"type":"The Analyst","description":"Ser Keiser ♦️ is a data-driven DeFi connoisseur who thrives on uncovering on-chain insights and decoding smart money moves. With a prolific tweeting history, they blend sharp analysis with a passion for emerging crypto trends. Their content empowers followers to navigate the often complex decentralized finance space with confidence.","purpose":"To illuminate the labyrinth of decentralized finance by providing real-time, actionable blockchain insights that help his community capture alpha and make smarter investment decisions.","beliefs":"Ser Keiser values transparency, precision, and the power of data-backed decision-making. They believe that the future of finance lies in decentralized systems where information is open and accessible, and that savvy analysis is the key to unlocking true investment potential.","facts":"Fun fact: Ser Keiser has tweeted over 36,000 times! That’s some serious dedication to dissecting DeFi and educating his audience with micro-analyses and smart money alerts.","strength":"Exceptional analytical skills paired with deep on-chain expertise allow Ser Keiser to spot trends that others might miss. Their consistency in delivering insightful, data-rich content fosters trust and engagement among crypto enthusiasts.","weakness":"With nearly 36k tweets and following over 4600 accounts, Ser Keiser risks overwhelming followers with volume, making his key insights sometimes harder to catch amidst high tweet frequency.","recommendation":"To grow on X, Ser Keiser should harness the power of threaded tweets to create structured, easy-to-follow stories from his analyses, and engage more with his community by answering questions and sparking discussions. Collaborating with influencers or hosting Q&A sessions could also amplify his reach.","roast":"For someone who tweets more than a hummingbird flaps its wings in a day, you’d think Ser Keiser is single-handedly trying to supply the internet with blockchain data air fresheners. Maybe tone down the hustle before your followers run out of data to process!","win":"Successfully flagged a $1M smart money move into Yieldbasis $YB token sale tracked on Nansen, helping his audience stay ahead in the DeFi game."},"created":1763192128451,"type":"the analyst","id":"the_as_usual_1"},{"user":{"id":"1950736147191115777","name":"Obsequious Knight of the Realm of The Ni","description":"Middle-aged adult regularly bamboozled by reality • Finance is both a profession and a hobby • Shill buster • FAFO aficionado • NFA, obviously.","followers_count":1106,"friends_count":199,"statuses_count":1622,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1953706134063161344/IdUu3mDX_normal.jpg","screen_name":"NitherDither","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Analyst","description":"Obsequious Knight of the Realm of The Ni is a sharp-witted and data-driven financial enthusiast who expertly navigates the complicated world of bitcoin-related stocks and market dynamics. With a penchant for deep-dive analysis and clear strategic recommendations, they regularly dissect market sentiment and corporate actions with a no-nonsense approach. Their tweets balance detailed insight and candid humor, making complex financial topics accessible and engaging.","purpose":"Their life purpose is to demystify the murky waters of finance and investment for their community, helping shareholders and market participants make informed decisions by shining a light on the undercurrents of market manipulation, sentiment shifts, and strategic corporate moves. They strive to foster a more transparent and rational investment ecosystem where informed dialogue helps protect investors and elevate discourse.","beliefs":"They believe in rigorous data analysis, transparency, and pragmatic investing over hype and speculation. They value intellectual honesty and think investors deserve clear communication and sensible strategies backed by real numbers, not just optimistic PR. They also hold a healthy skepticism for hype cycles, especially around crypto and bitcoin-themed companies, believing yield and shareholder value must ultimately drive success.","facts":"Fun fact: Despite the dry subject matter of finance, the Obsequious Knight peppers their insights with playful and culturally rich expressions like 'FAFO aficionado' and has an affectionate title befitting a digital realm warrior, showing their flair for making finance entertaining.","strength":"Exceptional analytical skills combined with a knack for synthesizing massive amounts of financial data into actionable advice. They are respected for their clear, strategic thinking and are oft-cited by peers for accurate market sentiment reads and well-founded recommendations. Their engagement style fosters meaningful discourse rather than shallow hype.","weakness":"Their analytical depth and seriousness may limit their reach among casual users or less financially literate audiences, who might find their detailed critiques overwhelming. Sometimes their critiques can border on cynicism, which might deter more emotionally-driven or speculative followers. Also, the realm of finance can be a niche too complex for rapid follower growth without simplifying content.","recommendation":"To grow their audience on X, they should consider adding more visually engaging content such as appealing charts or short explainer threads that break down their dense analyses. Incorporating occasional light-hearted memes or relatable analogies could broaden appeal without sacrificing credibility. Engaging with trending finance hashtags and participating in popular finance Twitter Spaces could also raise their profile.","roast":"Obsequious Knight, you analyze financial markets like a seasoned general planning a siege — so thorough, so cautious, so obsessed with every decimal point... sometimes it feels like you’d rather debate stock volatility forever than ever just buy a coffee and relax. It’s no wonder followers might prefer the drama of a crypto tweet war over your tactical spreadsheet battles.","win":"Their biggest win is becoming a valued voice within the Metaplanet Dojo community and being recognized as a go-to quant and strategist who elevated shareholder understanding during several critical market episodes, including the tumultuous international offerings and MSW exercises. Their detailed strategy posts have influenced investor approaches and management considerations alike."},"created":1763192105258,"type":"the analyst","id":"nitherdither"},{"user":{"id":"2227515572","name":"小橘","description":"知行合一,不忘初心,just a simple trader。\n@WinTradersFNF","followers_count":1984,"friends_count":4767,"statuses_count":999,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1906582081456758784/q4h643lw_normal.jpg","screen_name":"maru_49940","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Analyst","description":"小橘 is a thoughtful and experienced trader who blends practical trading skills with deep reflections on the crypto space and personal growth. They openly share both their wins and setbacks, offering valuable lessons from real trading battles. Always learning, 小橘 embraces a systematic approach to mastering market dynamics and emotional discipline.","purpose":"To continuously grow in trading expertise while educating and guiding others through transparent sharing of market insights and personal experiences, fostering a community of well-informed traders.","beliefs":"They believe in the unity of knowledge and action (知行合一) and staying true to one’s initial purpose (不忘初心). They value transparency, learning from mistakes, emotional discipline in trading, and the importance of systematic strategies over impulsive decisions.","facts":"Fun fact: Despite losses and tough experiences, 小橘 collaborates actively with official teams like Bloom and engages publicly in discussions about bot performance and market mechanics, showing a commitment to integrity and improvement.","strength":"Analytical mindset combined with a willingness to reflect on and publicly share trading outcomes, fostering trust and credibility among peers. Strong dedication to overcoming emotional bias in decision-making and methodical pursuit of alpha.","weakness":"Emotional vulnerability can impact trading decisions, especially under stress or during drawdowns, occasionally leading to holding losing positions too long or second-guessing. Sometimes self-doubt holds back decisive action.","recommendation":"小橘 should leverage their authentic transparency and detailed market insights by creating educational threads and live Q&A sessions on X. Engaging their audience with storytelling about trades, both successful and failed, will increase trust and follower loyalty. Utilizing visuals like charts and quick tips can boost shareability.","roast":"For someone who claims 'just a simple trader,' you sure have the emotional rollercoaster down like it's your side hustle. Someone should remind you that a trading journal is for profits, not diary therapy sessions.","win":"Successfully transitioned from a stable Web2 job to fully embracing the Web3 space, balancing their career shift with active and thoughtful trading insights that resonate strongly within the crypto community."},"created":1763192025547,"type":"the analyst","id":"maru_49940"},{"user":{"id":"1291222903552319488","name":"Annie 所长","description":"Web3 研究所 | Meme 研究所 @memewizd | 长期主义 | 内容创作者 | NFA & DYOR | Magic Meme 🪄➜ https://t.co/7ZxI7yqeUA","followers_count":31526,"friends_count":5761,"statuses_count":20215,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1892044771612557314/TDIeMeSv_normal.jpg","screen_name":"web3annie","location":"财富密码交流 ➜","entities":{"description":{"urls":[{"display_url":"t.me/GMGN_bsc_bot?s…","expanded_url":"https://t.me/GMGN_bsc_bot?start=i_nRB7sjjD","url":"https://t.co/7ZxI7yqeUA","indices":[75,98]}]},"url":{"urls":[{"display_url":"t.me/web3annie6","expanded_url":"https://t.me/web3annie6","url":"https://t.co/qaPE4ZBiHU","indices":[0,23]}]}}},"details":{"type":"The Analyst","description":"Annie 所长 is a deep-dive Web3 researcher and content creator who thrives on breaking down complex crypto phenomena with clarity and insight. Her tweets marry sharp market analysis with long-term strategic thinking, making her a trusted voice in the meme and blockchain community. With a prolific tweeting habit and a strong focus on educating followers, she skillfully navigates the technical and cultural crossroads of the crypto space.","purpose":"To empower the crypto community by delivering well-researched, data-backed insights that inform strategic investment decisions while fostering a culture of patience and long-term vision in Web3 development.","beliefs":"Annie believes in the power of thorough research ('NFA & DYOR') and long-termism, valuing integrity, education, and the evolution of blockchain ecosystems. She advocates for measured, informed approaches over hype, emphasizing sustainable growth over short-term gains.","facts":"Fun fact: Despite tweeting over 20,000 times, Annie maintains a consistent focus on delivering value-packed content, especially highlighting the journey and ecosystem growth of BNB, showing a dedication to storytelling and analysis rarely matched in the crypto space.","strength":"Her greatest strength lies in her ability to distill intricate blockchain developments into engaging narratives and actionable advice, paired with a relentless commitment to content creation that keeps her audience informed and connected.","weakness":"Her unwavering focus on deep analysis and educating might sometimes alienate casual followers who crave lighter or less technical content, and the high volume of tweets could overwhelm or scatter her message for new or less engaged audiences.","recommendation":"To grow her audience on X, Annie should blend her detailed analyses with more interactive content formats like polls, AMAs, or bite-sized explainers to broaden appeal. Leveraging trending hashtags and collaborations with influencers can boost visibility while maintaining her authoritative voice.","roast":"Annie, you tweet so much about BNB and crypto that even blockchain nodes might start asking for a day off to keep up with you. If your Twitter feed were a blockchain, it’d be the busiest mainnet in history—and probably need some serious gas fees to process!","win":"Successfully built a highly engaged community around Web3 and meme culture by leveraging a blend of detailed research and relatable storytelling, establishing her as a go-to analyst in a notoriously noisy and complex space."},"created":1763191937119,"type":"the analyst","id":"web3annie"},{"user":{"id":"721307688873762816","name":"w.yeeeh","description":"Product @RootDataCrypto | DeFi & On-chain Data | Prev. data @Gradient_HQ @EigenPhi","followers_count":1060,"friends_count":2282,"statuses_count":450,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1951965846177296384/qfJyc8xN_normal.jpg","screen_name":"wyeeeh","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Analyst","description":"w.yeeeh is a data-driven crypto enthusiast deeply embedded in the DeFi and on-chain analytics space, known for insightful discussions and thoughtful sharing of advanced blockchain data tools and strategies. Always hungry for knowledge, they actively engage with cutting-edge projects and educational content. Their detailed technical insights make them a trusted voice in the fintech and crypto communities.","purpose":"To empower blockchain and DeFi communities through sharing precise, data-backed insights and fostering adoption of innovative on-chain financial analysis tools that drive smarter decisions and transparency.","beliefs":"w.yeeeh values transparency, continuous learning, and the power of data in shaping decentralized finance ecosystems. They believe in collaborative knowledge sharing and openly support leveraging AI and blockchain data to improve public goods funding and cross-border financial solutions.","facts":"Fun fact: Despite engaging at a high technical level and connecting with big names like Vitalik Buterin, w.yeeeh keeps a humble and inquisitive learning attitude, evident from their recent completion of a Solidity course and active note-sharing.","strength":"Excellent at demystifying complex DeFi concepts by using on-chain data, strong networking in crypto circles, and consistent knowledge upgrading. Their analytical approach highlights deep understanding and practical applications in blockchain data.","weakness":"Their follower count might not yet reflect their expertise, possibly because their content skews highly technical, which might limit mass appeal or engagement beyond niche crypto audiences.","recommendation":"To grow their X audience, w.yeeeh should break down complex concepts into accessible threads and engage more with trending crypto discussions and community Q&A sessions. Using relatable analogies and interactive polls could help bridge the gap with broader crypto enthusiasts.","roast":"For someone who’s so deep into blockchain data, you’d think w.yeeeh’s follower count would be on-chain verified too – but alas, looks like the only thing exploding isn’t their audience, it’s their collection of code snippets and study notes.","win":"Securing the opportunity to discuss AI-powered finance with Vitalik Buterin and reflecting on significant public goods funding experiments showcases their influence and credibility in elite crypto circles."},"created":1763191677920,"type":"the analyst","id":"wyeeeh"}],"activities":{"nreplies":[{"label":"2025-10-17","value":0,"startTime":1760572800000,"endTime":1760659200000,"tweets":[]},{"label":"2025-10-18","value":0,"startTime":1760659200000,"endTime":1760745600000,"tweets":[]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":0,"startTime":1760832000000,"endTime":1760918400000,"tweets":[]},{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[13,57],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"158610400","name":"Austin Rief ☕️","screen_name":"austin_rief","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"austin_rief","lang":"en","retweeted":false,"fact_check":null,"id":"1980680592800067878","view_count":45,"bookmark_count":0,"created_at":1761066027000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1980677204670575105","full_text":"@austin_rief This is one sad unintended side effect of AI","in_reply_to_user_id_str":"158610400","in_reply_to_status_id_str":"1980677204670575105","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":1,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[14,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768593971","name":"Drew Fallon","screen_name":"drewfallon12","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"drewfallon12","lang":"en","retweeted":false,"fact_check":null,"id":"1981045509839085618","view_count":1413,"bookmark_count":0,"created_at":1761153030000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981043433109369122","full_text":"@drewfallon12 The speed is wild \n\nBut even crazier is they also probably have way better unit economics than Olipop or Poppi so the enterprise value their building is seriously impressive","in_reply_to_user_id_str":"768593971","in_reply_to_status_id_str":"1981043433109369122","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[9,203],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1424047853715001349","name":"Chris Koerner","screen_name":"mhp_guy","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"mhp_guy","lang":"en","retweeted":false,"fact_check":null,"id":"1981741556013936911","view_count":390,"bookmark_count":0,"created_at":1761318980000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981708107224088949","full_text":"@mhp_guy 100! Febreze does the same thing \n\nThey aren't selling to people who don't clean their rooms. They sell to people who love keeping their rooms clean as just the final step to make it even better","in_reply_to_user_id_str":"1424047853715001349","in_reply_to_status_id_str":"1981708107224088949","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":0,"startTime":1761868800000,"endTime":1761955200000,"tweets":[]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":0,"startTime":1762041600000,"endTime":1762128000000,"tweets":[]},{"label":"2025-11-04","value":0,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[7,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1296521","name":"Kevin Dahlstrom","screen_name":"Camp4","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"Camp4","lang":"en","retweeted":false,"fact_check":null,"id":"1985372236690215050","view_count":96,"bookmark_count":0,"created_at":1762184602000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985370906945052690","full_text":"@Camp4 I love this!","in_reply_to_user_id_str":"1296521","in_reply_to_status_id_str":"1985370906945052690","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":3,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[121,135]},{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[121,135]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1985817186057990489","quoted_status_permalink":{"url":"https://t.co/6qS1uakM14","expanded":"https://twitter.com/TaylorHoliday/status/1985817186057990489","display":"x.com/TaylorHoliday/…"},"retweeted":false,"fact_check":null,"id":"1985824384502653356","view_count":1358,"bookmark_count":3,"created_at":1762292402000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985824384502653356","full_text":"Worth a read! Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. This will only accelerate.","in_reply_to_user_id_str":"83883062","in_reply_to_status_id_str":"1985817186057990489","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814877475086535","view_count":38,"bookmark_count":0,"created_at":1762290136000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985723371561320706","full_text":"@SeanEcom Agree with all this! paying even 5x for this - assuming the $3M is real and the $15M price - is hard given the guy wants to hand over the keys and walk and the new owner will have to step in a run this","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985723371561320706","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,240],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814159225766354","view_count":124,"bookmark_count":0,"created_at":1762289964000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985476779159818525","full_text":"@SeanEcom The fundamental issue is he’s thinking in terms of a revenue multiple \n\nHe needs to shift to thinking: \n1) In ebitda multiple terms so it’s not 2x rev it’s 8x profit \n2) Adjust his multiple way down given the size of his business.","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985476779159818525","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1399771783415308291","name":"Olivia Moore","screen_name":"omooretweets","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"omooretweets","lang":"en","retweeted":false,"fact_check":null,"id":"1985858116106207506","view_count":394,"bookmark_count":0,"created_at":1762300444000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985852492241125479","full_text":"@omooretweets Reminds me of when Reed Hastings said on a Netflix earnings call that their competitor is sleep not HBO","in_reply_to_user_id_str":"1399771783415308291","in_reply_to_status_id_str":"1985852492241125479","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":8,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985650909574295613","quoted_status_permalink":{"url":"https://t.co/14Bn42ZHSU","expanded":"https://twitter.com/thisguyknowsai/status/1985650909574295613","display":"x.com/thisguyknowsai…"},"retweeted":false,"fact_check":null,"id":"1986143520189567041","view_count":45860,"bookmark_count":100,"created_at":1762368490000,"favorite_count":93,"quote_count":0,"reply_count":8,"retweet_count":8,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"AI will not be the death of strategy consulting firms \n\nI'm a partner at BCG and I've been doing market research and strategy work for 7 years \n\nHere are 3 reasons why you should NOT rely solely on Perplexity or other GenAI tools to automate market research. At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":1,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":2,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":14,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. But definitely demands a bit of careful review","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,245],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"349708361","name":"Todd Saunders","screen_name":"toddsaunders","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"toddsaunders","lang":"en","retweeted":false,"fact_check":null,"id":"1987576169651417582","view_count":15812,"bookmark_count":3,"created_at":1762710060000,"favorite_count":52,"quote_count":0,"reply_count":13,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987540650057666749","full_text":"@toddsaunders I’m voting clearance aisle. Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":1,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":6,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":1,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. 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Febreze does the same thing \n\nThey aren't selling to people who don't clean their rooms. They sell to people who love keeping their rooms clean as just the final step to make it even better","in_reply_to_user_id_str":"1424047853715001349","in_reply_to_status_id_str":"1981708107224088949","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[]},{"label":"2025-10-28","value":0,"startTime":1761523200000,"endTime":1761609600000,"tweets":[]},{"label":"2025-10-29","value":0,"startTime":1761609600000,"endTime":1761696000000,"tweets":[]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":0,"startTime":1761782400000,"endTime":1761868800000,"tweets":[]},{"label":"2025-11-01","value":0,"startTime":1761868800000,"endTime":1761955200000,"tweets":[]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":0,"startTime":1762041600000,"endTime":1762128000000,"tweets":[]},{"label":"2025-11-04","value":0,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[7,19],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1296521","name":"Kevin Dahlstrom","screen_name":"Camp4","indices":[0,6]}]},"favorited":false,"in_reply_to_screen_name":"Camp4","lang":"en","retweeted":false,"fact_check":null,"id":"1985372236690215050","view_count":96,"bookmark_count":0,"created_at":1762184602000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985370906945052690","full_text":"@Camp4 I love this!","in_reply_to_user_id_str":"1296521","in_reply_to_status_id_str":"1985370906945052690","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":3,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[121,135]},{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[121,135]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1985817186057990489","quoted_status_permalink":{"url":"https://t.co/6qS1uakM14","expanded":"https://twitter.com/TaylorHoliday/status/1985817186057990489","display":"x.com/TaylorHoliday/…"},"retweeted":false,"fact_check":null,"id":"1985824384502653356","view_count":1358,"bookmark_count":3,"created_at":1762292402000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985824384502653356","full_text":"Worth a read! Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. This will only accelerate.","in_reply_to_user_id_str":"83883062","in_reply_to_status_id_str":"1985817186057990489","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814877475086535","view_count":38,"bookmark_count":0,"created_at":1762290136000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985723371561320706","full_text":"@SeanEcom Agree with all this! paying even 5x for this - assuming the $3M is real and the $15M price - is hard given the guy wants to hand over the keys and walk and the new owner will have to step in a run this","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985723371561320706","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,240],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814159225766354","view_count":124,"bookmark_count":0,"created_at":1762289964000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985476779159818525","full_text":"@SeanEcom The fundamental issue is he’s thinking in terms of a revenue multiple \n\nHe needs to shift to thinking: \n1) In ebitda multiple terms so it’s not 2x rev it’s 8x profit \n2) Adjust his multiple way down given the size of his business.","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985476779159818525","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1399771783415308291","name":"Olivia Moore","screen_name":"omooretweets","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"omooretweets","lang":"en","retweeted":false,"fact_check":null,"id":"1985858116106207506","view_count":394,"bookmark_count":0,"created_at":1762300444000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985852492241125479","full_text":"@omooretweets Reminds me of when Reed Hastings said on a Netflix earnings call that their competitor is sleep not HBO","in_reply_to_user_id_str":"1399771783415308291","in_reply_to_status_id_str":"1985852492241125479","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":100,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985650909574295613","quoted_status_permalink":{"url":"https://t.co/14Bn42ZHSU","expanded":"https://twitter.com/thisguyknowsai/status/1985650909574295613","display":"x.com/thisguyknowsai…"},"retweeted":false,"fact_check":null,"id":"1986143520189567041","view_count":45860,"bookmark_count":100,"created_at":1762368490000,"favorite_count":93,"quote_count":0,"reply_count":8,"retweet_count":8,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"AI will not be the death of strategy consulting firms \n\nI'm a partner at BCG and I've been doing market research and strategy work for 7 years \n\nHere are 3 reasons why you should NOT rely solely on Perplexity or other GenAI tools to automate market research. At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":50,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. But definitely demands a bit of careful review","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,245],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"349708361","name":"Todd Saunders","screen_name":"toddsaunders","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"toddsaunders","lang":"en","retweeted":false,"fact_check":null,"id":"1987576169651417582","view_count":15812,"bookmark_count":3,"created_at":1762710060000,"favorite_count":52,"quote_count":0,"reply_count":13,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987540650057666749","full_text":"@toddsaunders I’m voting clearance aisle. Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":5,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":7,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. 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Febreze does the same thing \n\nThey aren't selling to people who don't clean their rooms. 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Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. This will only accelerate.","in_reply_to_user_id_str":"83883062","in_reply_to_status_id_str":"1985817186057990489","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814877475086535","view_count":38,"bookmark_count":0,"created_at":1762290136000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985723371561320706","full_text":"@SeanEcom Agree with all this! paying even 5x for this - assuming the $3M is real and the $15M price - is hard given the guy wants to hand over the keys and walk and the new owner will have to step in a run this","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985723371561320706","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,240],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1367733614880825344","name":"Sean Frank","screen_name":"SeanEcom","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"SeanEcom","lang":"en","retweeted":false,"fact_check":null,"id":"1985814159225766354","view_count":124,"bookmark_count":0,"created_at":1762289964000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985476779159818525","full_text":"@SeanEcom The fundamental issue is he’s thinking in terms of a revenue multiple \n\nHe needs to shift to thinking: \n1) In ebitda multiple terms so it’s not 2x rev it’s 8x profit \n2) Adjust his multiple way down given the size of his business.","in_reply_to_user_id_str":"1367733614880825344","in_reply_to_status_id_str":"1985476779159818525","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,117],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1399771783415308291","name":"Olivia Moore","screen_name":"omooretweets","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"omooretweets","lang":"en","retweeted":false,"fact_check":null,"id":"1985858116106207506","view_count":394,"bookmark_count":0,"created_at":1762300444000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985852492241125479","full_text":"@omooretweets Reminds me of when Reed Hastings said on a Netflix earnings call that their competitor is sleep not HBO","in_reply_to_user_id_str":"1399771783415308291","in_reply_to_status_id_str":"1985852492241125479","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-06","value":8,"startTime":1762300800000,"endTime":1762387200000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985650909574295613","quoted_status_permalink":{"url":"https://t.co/14Bn42ZHSU","expanded":"https://twitter.com/thisguyknowsai/status/1985650909574295613","display":"x.com/thisguyknowsai…"},"retweeted":false,"fact_check":null,"id":"1986143520189567041","view_count":45860,"bookmark_count":100,"created_at":1762368490000,"favorite_count":93,"quote_count":0,"reply_count":8,"retweet_count":8,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"AI will not be the death of strategy consulting firms \n\nI'm a partner at BCG and I've been doing market research and strategy work for 7 years \n\nHere are 3 reasons why you should NOT rely solely on Perplexity or other GenAI tools to automate market research. At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":0,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. 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Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":2,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":5,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. The closer doesn’t disappear bc they know they own the output.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1989326713512194503","view_count":27,"bookmark_count":0,"created_at":1763127423000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989266009581383834","full_text":"@theisaacmed Love this!","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1989266009581383834","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]}],"nlikes":[{"label":"2025-10-17","value":0,"startTime":1760572800000,"endTime":1760659200000,"tweets":[]},{"label":"2025-10-18","value":0,"startTime":1760659200000,"endTime":1760745600000,"tweets":[]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":0,"startTime":1760832000000,"endTime":1760918400000,"tweets":[]},{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[13,57],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"158610400","name":"Austin Rief ☕️","screen_name":"austin_rief","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"austin_rief","lang":"en","retweeted":false,"fact_check":null,"id":"1980680592800067878","view_count":45,"bookmark_count":0,"created_at":1761066027000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1980677204670575105","full_text":"@austin_rief This is one sad unintended side effect of AI","in_reply_to_user_id_str":"158610400","in_reply_to_status_id_str":"1980677204670575105","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":3,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[14,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768593971","name":"Drew Fallon","screen_name":"drewfallon12","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"drewfallon12","lang":"en","retweeted":false,"fact_check":null,"id":"1981045509839085618","view_count":1413,"bookmark_count":0,"created_at":1761153030000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981043433109369122","full_text":"@drewfallon12 The speed is wild \n\nBut even crazier is they also probably have way better unit economics than Olipop or Poppi so the enterprise value their building is seriously impressive","in_reply_to_user_id_str":"768593971","in_reply_to_status_id_str":"1981043433109369122","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[]},{"label":"2025-10-25","value":1,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[9,203],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1424047853715001349","name":"Chris Koerner","screen_name":"mhp_guy","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"mhp_guy","lang":"en","retweeted":false,"fact_check":null,"id":"1981741556013936911","view_count":390,"bookmark_count":0,"created_at":1761318980000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981708107224088949","full_text":"@mhp_guy 100! Febreze does the same thing \n\nThey aren't selling to people who don't clean their rooms. 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Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. 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At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":3,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":2,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":80,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. 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Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":8,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":31,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":2,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":4,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":1,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. The closer doesn’t disappear bc they know they own the output.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1989326713512194503","view_count":27,"bookmark_count":0,"created_at":1763127423000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989266009581383834","full_text":"@theisaacmed Love this!","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1989266009581383834","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]}],"nviews":[{"label":"2025-10-17","value":0,"startTime":1760572800000,"endTime":1760659200000,"tweets":[]},{"label":"2025-10-18","value":0,"startTime":1760659200000,"endTime":1760745600000,"tweets":[]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":0,"startTime":1760832000000,"endTime":1760918400000,"tweets":[]},{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":45,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[13,57],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"158610400","name":"Austin Rief ☕️","screen_name":"austin_rief","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"austin_rief","lang":"en","retweeted":false,"fact_check":null,"id":"1980680592800067878","view_count":45,"bookmark_count":0,"created_at":1761066027000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1980677204670575105","full_text":"@austin_rief This is one sad unintended side effect of AI","in_reply_to_user_id_str":"158610400","in_reply_to_status_id_str":"1980677204670575105","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":1413,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[14,187],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"768593971","name":"Drew Fallon","screen_name":"drewfallon12","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"drewfallon12","lang":"en","retweeted":false,"fact_check":null,"id":"1981045509839085618","view_count":1413,"bookmark_count":0,"created_at":1761153030000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981043433109369122","full_text":"@drewfallon12 The speed is wild \n\nBut even crazier is they also probably have way better unit economics than Olipop or Poppi so the enterprise value their building is seriously impressive","in_reply_to_user_id_str":"768593971","in_reply_to_status_id_str":"1981043433109369122","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[]},{"label":"2025-10-25","value":390,"startTime":1761264000000,"endTime":1761350400000,"tweets":[{"bookmarked":false,"display_text_range":[9,203],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1424047853715001349","name":"Chris Koerner","screen_name":"mhp_guy","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"mhp_guy","lang":"en","retweeted":false,"fact_check":null,"id":"1981741556013936911","view_count":390,"bookmark_count":0,"created_at":1761318980000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1981708107224088949","full_text":"@mhp_guy 100! Febreze does the same thing \n\nThey aren't selling to people who don't clean their rooms. 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Not sure if SEANs \"Software Enabled AgeNcies\" will have 9 figure exits (I'm skeptical) but I have no doubt @TaylorHoliday is capturing a real trend\n\nMajor consulting firms have been \"software enabled\" for years. BCG, McKinsey, and many others have all kinds of proprietary software that is a core component of the sales process, but the client is ultimately paying for outcomes not tools. \n\nAs AI gets better and better pure SaaS becomes less defensible because it is becoming easier each day for competitors to copy your tech. So you need a new moat. Proprietary data can be a great moat. Great service and sticky client relationships can also be a strong moat.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[15,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"83883062","name":"Taylor Holiday","screen_name":"TaylorHoliday","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"TaylorHoliday","lang":"en","retweeted":false,"fact_check":null,"id":"1985823251826958554","view_count":198,"bookmark_count":0,"created_at":1762292132000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1985817186057990489","full_text":"Fully agree! And love the new acronym. A few more thoughts: \n\n1. Tech alone is becoming less and less of a moat. This is part of what's driving the tech companies to add the service piece which makes them more like agencies. If you're just the latest SaaS tool it is increasingly easy for a competitor to copy your offering. \n\n2. I'm seeing similar dynamics around the development of SEANs in consulting. And it's a trend that has been true for years. BCG has multiple proprietary tools as does McKinsey. 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At least not yet. \n\n1. Bad inputs lead to bad analyses. \nPerplexity and other GenAI tools cannot distinguish between rigorous well researched market reports and poorly supported reports. I've seen publicly available market reports that varied by 50% or more on market size. That's a huge difference. And it matters. For example, if you're an investor or corporate development team looking at buying a leading company in a given market and wondering how much opportunity there is for the company to take share it can make or break your investment decision if the market size is $1B vs. $2B. \nThis is why some of the most critical market research work that consulting firms do is building a bottom-up market model to rigorously size the market. If you're making a decision worth millions of dollars it's not enough to just rely on whatever report happens to be available online. \n\n2. 60% right often just isn't good enough\nPerplexity and other tools can be incredibly useful. They can speed up research. They can surface considerations you didn't think of. But at least for the moment, they also get things wrong. Just last week I used Perplexity to pull a series of statistics from a few companies' 10K's. 60-70% of the numbers it pulled were accurate. 30-40% were wrong or outdated. At least for the moment, you still need a human in the loop verifying the data these tools surface and thoughtfully integrating the data into the analysis. \n\n3. The right strategy isn't just a data analysis exercise\nSure, there's a lot of analysis involved in the development of any good strategy. And GenAI tools can help speed this process up. But there's also a lot of human judgment involved. After all, companies are a collection of actual human beings. And the best strategies incorporate the kinds of people at a company. \n\nDon't get me wrong. GenAI tools like Perplexity are hugely important. They are already disrupting elements of market research and strategy development. But they are not replacing strategy consulting firms any time soon.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":469,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[14,211],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"767538222574411776","name":"Justin Rashidi","screen_name":"rashidi_life","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"rashidi_life","lang":"en","retweeted":false,"fact_check":null,"id":"1986442228970234350","view_count":352,"bookmark_count":0,"created_at":1762439708000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@rashidi_life Totally! Tried to capture a bit of that with my third reason. But you’re absolutely right \n\nPart of the issue with these takes is they misunderstand what it is that strategy consultants actually do","in_reply_to_user_id_str":"767538222574411776","in_reply_to_status_id_str":"1986441361952756132","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1670931098241740803","name":"Raastapopoulos","screen_name":"raastapopoulos","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"raastapopoulos","lang":"en","retweeted":false,"fact_check":null,"id":"1986475693799100447","view_count":117,"bookmark_count":0,"created_at":1762447686000,"favorite_count":0,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986143520189567041","full_text":"@raastapopoulos I don’t think I get the joke but 🤷♂️\n\nJust trying to establish my credibility but I get it’s a bit cringe","in_reply_to_user_id_str":"1670931098241740803","in_reply_to_status_id_str":"1986464774482469034","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":262,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[13,197],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1460843499566239744","name":"isaac","screen_name":"theisaacmed","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"theisaacmed","lang":"en","retweeted":false,"fact_check":null,"id":"1986796192315879552","view_count":262,"bookmark_count":0,"created_at":1762524099000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1986791300817912280","full_text":"@theisaacmed Yes! Completely agree \n\nYou see the same comments about AI replacing strategy work and even to some degree market research \n\nBut it’s much more of a force multiplier than a replacement","in_reply_to_user_id_str":"1460843499566239744","in_reply_to_status_id_str":"1986791300817912280","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[]},{"label":"2025-11-10","value":28184,"startTime":1762646400000,"endTime":1762732800000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1987539826208301237","quoted_status_permalink":{"url":"https://t.co/Lyn1m8C6IC","expanded":"https://twitter.com/businessbarista/status/1987539826208301237","display":"x.com/businessbarist…"},"retweeted":false,"fact_check":null,"id":"1987600640432841135","view_count":12372,"bookmark_count":47,"created_at":1762715895000,"favorite_count":28,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987600640432841135","full_text":"This is an awesome prompt for learning quickly \n\nI’ve used something like this a bunch when learning about a new industry \n\nThe challenge is that I’ve found about 30% of the analysis is just wrong. \n\nEither the numbers are outdated, the competitive dynamics are mischaracterized, consumer perception is sometimes wholly made up, or something else \n\nDeep research is a great way to learn quickly. 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Unless they pivot to another market \n\nThe mosquito repellent market is pretty well covered on the personal repellent front with brands like OFF and on the area protection front with Thermacell and others","in_reply_to_user_id_str":"349708361","in_reply_to_status_id_str":"1987540650057666749","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-11","value":4164,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/CxjyhCwBNg","expanded_url":"https://x.com/aaroncnsltng/status/1987939122061668562/photo/1","id_str":"1987930881546158080","indices":[280,303],"media_key":"3_1987930881546158080","media_url_https":"https://pbs.twimg.com/media/G5aMmrCWgAAuHQx.jpg","type":"photo","url":"https://t.co/CxjyhCwBNg","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":638,"w":1414,"resize":"fit"},"medium":{"h":541,"w":1200,"resize":"fit"},"small":{"h":307,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":638,"width":1414,"focus_rects":[{"x":0,"y":0,"w":1139,"h":638},{"x":0,"y":0,"w":638,"h":638},{"x":0,"y":0,"w":560,"h":638},{"x":17,"y":0,"w":319,"h":638},{"x":0,"y":0,"w":1414,"h":638}]},"allow_download_status":{"allow_download":true},"media_results":{"result":{"media_key":"3_1987930881546158080"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1987939122061668562","view_count":3588,"bookmark_count":3,"created_at":1762796595000,"favorite_count":8,"quote_count":5,"reply_count":1,"retweet_count":2,"user_id_str":"41446253","conversation_id_str":"1987939122061668562","full_text":"🚨 Hemp THC Beverages may be banned!\n\nCongress advanced a bill that would close the 2018 Farm Bill loophole which legalized products with <0.3% THC on a dry weight basis\n\nThat loophole led to the creation of a new category, hemp-derived THC beverages, now nearing $1B in annual sales\n\nAnd an explosion of new THC beverage brands like Cantrip, Brez, Uncle Arnie's, Nowadays, and many others\n\nMajor retailers like Total Wine and Target were also beginning to carry THC beverages \n\nBut the new bill would ban any product with more than 0.4 milligrams of THC\n\nThat wipes out the entire wave of 5mg THC beverages\n\nBrands would have one year to comply\n\nHere's what makes this especially complex: \n\nThis ban is tied to the bill that would end the longest government shutdown in U.S. history\n\nFighting the ban, which Senator Rand Paul is trying to do, could prolong the shutdown\n\nPassing the bill shuts down a new $1B consumer category. \n\nIf this bill becomes law, unraveling the hemp beverage market will not be simple\n\nBrands will try to pivot (either to selling through dispensaries or into non-THC beverages)\nIngredient suppliers will struggle\nRetailers may feel pressure as they remove high-margin THC beverages from their shelves \n\nBut whether or not this bill becomes law I suspect this will not be the end of the story for THC beverages","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[9,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"14879002","name":"Jesse Pujji","screen_name":"jspujji","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"jspujji","lang":"en","retweeted":false,"fact_check":null,"id":"1987940009459003827","view_count":576,"bookmark_count":2,"created_at":1762796807000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1987926571131318640","full_text":"@jspujji Fully agree! Already saw this with Icon the AI ad tool evolving into an AI-native ad agency. \n\nYou either move incredibly quickly and hope an LLM company gobbles you up \n\nOr you focus on being the AI-first version of a service like Off-Deal becoming the AI-first investment bank","in_reply_to_user_id_str":"14879002","in_reply_to_status_id_str":"1987926571131318640","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":10816,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988045332895395983","quoted_status_permalink":{"url":"https://t.co/hVChdSjEyz","expanded":"https://twitter.com/cantripguy/status/1988045332895395983","display":"x.com/cantripguy/sta…"},"retweeted":false,"fact_check":null,"id":"1988065037718565248","view_count":6565,"bookmark_count":7,"created_at":1762826616000,"favorite_count":20,"quote_count":1,"reply_count":3,"retweet_count":5,"user_id_str":"41446253","conversation_id_str":"1988065037718565248","full_text":"4 things THC beverage brands can begin to do now:\n\n1. Get politically active. If your business depends on legalizing THC, don't leave the debate to others. Get active and try to change minds over the next 12 months before the ban goes into effect. \n \n2. Survey and speak with your consumers. If you have an email list from your DTC business survey your consumers or use AI-led consumer interviews.\nYour goal is to figure out how you can extend your brand beyond THC. \nAsk them, what does your brand stand for from their perspective? What occasions did they drink your beverage (e.g., party with friends, end of day wind-down)? What other food and beverage brands do they love? What other products would they be interested in purchasing from you? \n\n3. Begin working on new non-THC products. Consider close-in extensions like energy drinks, calming/relaxation drinks, or other functional beverages. Determine if you'll need new manufacturing or can use existing partners\n\n4. If you're in retail, begin talking to your buyers. Explore if they'd be interested in other products from you to serve the same consumer. \n\nLots more to do but this is a starting list. If you're thinking through next steps my DMs are open","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,131],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"241696398","name":"Zach Greenberg","screen_name":"ZachCPG","indices":[14,22]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988348457594352044","quoted_status_permalink":{"url":"https://t.co/Bo97WmvH7N","expanded":"https://twitter.com/zachcpg/status/1988348457594352044","display":"x.com/zachcpg/status…"},"retweeted":false,"fact_check":null,"id":"1988349876149907491","view_count":82,"bookmark_count":0,"created_at":1762894526000,"favorite_count":1,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988349876149907491","full_text":"Worth reading @ZachCPG’s story if you’re a hemp THC brand thinking about what to do next \n\nWhatever direction you choose go all in!","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,149],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"862765810321944576","name":"Nick Shackelford 🦾","screen_name":"iamshackelford","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"iamshackelford","lang":"en","retweeted":false,"fact_check":null,"id":"1988298599063859646","view_count":4160,"bookmark_count":0,"created_at":1762882301000,"favorite_count":10,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988295945080246325","full_text":"@iamshackelford Ha! you mean you didn't expect congress to ban hemp thc as part of reopening the government? 🤣\n\nIt definitely wasn't on my bingo card","in_reply_to_user_id_str":"862765810321944576","in_reply_to_status_id_str":"1988295945080246325","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[27,65],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"19687744","name":"Aaron Nosbisch","screen_name":"AaronJNosbisch","indices":[0,15]},{"id_str":"1649058232038744064","name":"BRĒZ","screen_name":"drinkbrez","indices":[16,26]}]},"favorited":false,"in_reply_to_screen_name":"AaronJNosbisch","lang":"en","retweeted":false,"fact_check":null,"id":"1988338260654129503","view_count":9,"bookmark_count":0,"created_at":1762891757000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988333312327434725","full_text":"@AaronJNosbisch @drinkbrez You’ve officially piqued my interest 👀","in_reply_to_user_id_str":"19687744","in_reply_to_status_id_str":"1988333312327434725","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":668,"startTime":1762905600000,"endTime":1762992000000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"54551885","name":"Nate Cooper","screen_name":"Nrcoope","indices":[580,588]}]},"favorited":false,"lang":"en","quoted_status_id_str":"1988371252382494803","quoted_status_permalink":{"url":"https://t.co/qiLNx2FtrM","expanded":"https://twitter.com/Nrcoope/status/1988371252382494803","display":"x.com/Nrcoope/status…"},"retweeted":false,"fact_check":null,"id":"1988425382094066071","view_count":661,"bookmark_count":0,"created_at":1762912528000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988425382094066071","full_text":"If you run a hemp THC brand, you face a choice: \n\nA) Bet the company on Congress changing cannabis laws in 12 months (and Pres. Trump signing it into law).\n- Continue selling THC products, innovating on new SKUs, working with retailers, etc. \n\nB) Begin building a plan B, assuming Congress does nothing and hemp THC remains banned\n- Pivot to dispensaries or into non-THC products\n- Limit spend on THC infused SKUs \n\nI'd advocate for B. \n\nEven if you think Congress will act, I'd be very hesitant betting my company on that. Congress is notorious for inaction. \n\nFWIW I appreciate @Nrcoope's perspective. I also think there's a decent chance the law changes within 12 months. \n\nI have no doubt there will be significant advocacy on both sides of the policy debate. \n\nBut it is often more politically risky to vote on a new bill (which Congress would need to do) than to simply avoid taking action (in which case the ban goes into effect). So I wouldn't be surprised if Congress simply does nothing.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,163],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"251740657","name":"Jeff Schultz","screen_name":"JSchultz44","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"JSchultz44","lang":"en","retweeted":false,"fact_check":null,"id":"1988631993936924791","view_count":7,"bookmark_count":0,"created_at":1762961789000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988455955248423315","full_text":"@JSchultz44 I agree this is likely not part of a bigger strategy \n\nrescheduling remains politically complicated in a way that doesn’t cut across party lines neatly","in_reply_to_user_id_str":"251740657","in_reply_to_status_id_str":"1988455955248423315","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-14","value":865,"startTime":1762992000000,"endTime":1763078400000,"tweets":[{"bookmarked":false,"display_text_range":[12,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"45120490","name":"John Caple","screen_name":"BigJohn043","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"BigJohn043","lang":"en","retweeted":false,"fact_check":null,"id":"1988975827761992031","view_count":865,"bookmark_count":0,"created_at":1763043765000,"favorite_count":4,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1988961392645345611","full_text":"I agree. \n\n1) there is no tolerance for mistakes. And AI makes many at least for the foreseeable future \n\n2) PE firms are already very lean relative to AUM typically and as you said junior talent is not a huge cost driver so it’s not worth the risk at this point\n\nBut I do think it could enable PE funds to in house some of the market research work they outsource to consulting firms","in_reply_to_user_id_str":"45120490","in_reply_to_status_id_str":"1988961392645345611","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-15","value":162,"startTime":1763078400000,"endTime":1763164800000,"tweets":[{"bookmarked":false,"display_text_range":[0,281],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1989355192853410226","quoted_status_permalink":{"url":"https://t.co/OvijuVeWYq","expanded":"https://twitter.com/iamshackelford/status/1989355192853410226","display":"x.com/iamshackelford…"},"retweeted":false,"fact_check":null,"id":"1989379600179179655","view_count":135,"bookmark_count":0,"created_at":1763140032000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"41446253","conversation_id_str":"1989379600179179655","full_text":"Great list on watch outs when working with agencies or consulting firms \n\nI’d sum them up to 2 things: \n1) Responsiveness & availability \n2) Ownership \n\nGreat partners are incredibly responsive and make themselves available. \n\nSure there might be a weekly meeting. But when you email them do they get back to you within an hour? Are they willing to jump on the phone to talk through something? \n\nAnd from the pitch through execution they take responsibility for delivering. 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