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AI/ML and Medical Product Development 60+ products. Director, Veranex, Pro2Health CoFounder, InnoGuidePodcast Host. Executive AI Instructor & Coach

3k following1k followers

The Innovator

Bob Bouthillier is a visionary in AI, machine learning, and medical product development, blending deep technical expertise with practical solutions that improve health and wellness. As a prolific product creator and podcast host, he educates and inspires by breaking down complex innovations into actionable knowledge. His hands-on approach to pioneering medical technologies and coaching others positions him as a key player driving the future of healthcare tech.

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For someone developing futuristic medical devices, Bobโ€™s timeline for product iteration might convince you heโ€™s secretly running a time machine stuck in โ€˜prototype modeโ€™โ€”always polishing the last version while the rest of us are already on the next big thing!

Successfully leading the Pro2Health medical product through multiple design iterations, securing FCC approval, and preparing for FDA clearance while educating others as a podcast host and coachโ€”demonstrating impact from concept to clinical adoption.

To push the boundaries of medical innovation by creating impactful AI-driven products that enhance healthspan and quality of life, while empowering others through education and mentorship.

Bob values transparency, continuous improvement, and user-centric design in technology. He believes that innovation must serve real human needs and that education is critical to bridging the gap between cutting-edge research and practical application. Heโ€™s committed to ethics in AI and the irreplaceable role of health in enabling a fulfilling, active life.

His strengths lie in deep technical knowledge, practical product development experience, and a talent for communicating complex ideas clearly. Bobโ€™s interdisciplinary expertise allows him to iteratively refine products based on real user feedback while navigating regulatory hurdles and market demands.

Bob's high engagement and technical depth sometimes lead to dense content that may overwhelm casual followers. Additionally, his following-to-follower ratio suggests he might be spreading his network a bit thin, possibly diluting personalized connections with his audience.

To grow on X, Bob should focus on simplifying and distilling his expertise into more bite-sized, relatable content that sparks conversation and invites engagement. Holding live Q&A sessions or Twitter Spaces about AI ethics and medical innovation could boost direct interaction and increase follower loyalty.

Fun fact: Bob has helped develop over 60 AI/ML and medical products and has scaled a medical device from concept to FDA clearance, demonstrating his rare blend of experimentation and regulatory savvy.

Top tweets of Bob Bouthillier

Pro2Health: Developing and bringing a Medical Product to Market (Part II) The MVP process progressed through 5 different iterations of product design. One key revision was due to customer breaking the mouthpiece which had a quarter-turn push-to-lock/unlock feature when the unit was dropped. This method of attaching/detaching the mouthpiece also defied good human-factors design practices since once the mouthpiece was attached, it was not obvious how to remove it. As a result, we redesigned the mouthpiece, retaining the quarter-turn feature but switching from the push-to-lock model to simple threads that provided 360 degree engagement between the mouthpiece and the Pro2FIT unit. This passed drop tests easily and the familiarity of threads made it easy to understand how to remove and replace the mouthpiece. Since this product was really a new category of health and wellness products, there was no existing product to โ€œanchorโ€ the price of the unit. For this reason, we created two different SKUโ€™s or variants of the product, one with AA Batteries no display, the other with rechargeable batteries and an OLED display. This would let clients review both and one would provide an โ€œanchorโ€ for the other when customers are evaluating the product. Providing an โ€œanchorโ€ is often done in Consumer products to help drive customer decision-making with new or unfamiliar products. Since Mobile phones now had improved Bluetooth BLE capabilities, we revised the internal PCB to include a microcontroller with an internal BLE radio and internal lithium battery charger, and we submitted and received FCC approval for the new design . This update, reduced our cost-of-goods by 50% and the new BLE micro solved many Bluetooth pairing headaches that were present in the earlier design. This was a substantial improvement and a big win for the user experience. This cost-reduction also allowed us to drop the AA battery version and instead we created four SKUโ€™s with options for an OLED display and for inductive charging. The micro-USB cable had been a challenge for some of the users in the clinical trials who were jamming the micro-USB cable into the connector upside-down, causing the charging connector to be ripped of the PC Board. With our upgraded electronics in our MVP, we shifted from 3D Printed units to building housings from rapid-tooling methods, and we were now building the PrO2FIT product in batches of 200 units. Although we had de-risked building a product and a platform and had proven that it delivered value in a clinical trial environment, investors still wanted to see results on three key milestones: >> FDA clearance, >> Traction showing repeat sales in Hospitals, and >> A full-time team dedicated to the Pro2Health business. We will revisit these three goals in the next chapterโ€ฆ.

82

Most people come up with an idea for a great new invention, but think it may have already been done, or think they do not have the time or experience to make it real. Here are a few steps you can take to research your idea for free: ๐Ÿ‘‰ Research the IP landscape to learn if others have similar inventions or if your idea improves upon existing โ€œartโ€. 1) Search on " Google Patents" website for similar products to learn about โ€œprior artโ€; the legal term for other inventions that have already been patented based upon a similar idea. 2) As you research patents, drill down through the links of patents referenced within each patent AND patents that reference each one you read. This latter group has built upon an invention and could be closer to your IP (Invention). 3) Create a document listing reviewed patents including a comment about why you believe each is relevant with a YES/NO/MAYBE and a single sentence explaining why. This will save you time and money if / when you meet with a patent attorney. 4) Identify how your product improves upon the โ€œprior artโ€ , specifically what they missed that makes your invention more valuable or of greater use. 5) Further define product features that set your product apart from those identified as "prior art" 6) Draft Claims - Create a bullet-list that lists the features to be included in each claim. For example, if you invented the iPhone, you may have bullets like the following i) A touch-screen handheld computing device with a cellular-phone and a phone app ii) A touch-screen handheld computing device that supports a variety of installable mobile apps such as a media player, games and weather apps. iii) A touch-screen handheld computing device that includes claims i & II iv) ... 7) Once you have completed these activities, you will know how novel your idea is and you will have a sense of whether it infringes upon someone else's patent. You can then assess whether a few changes might keep you clear of the prior art, and whether you believe it is worth progressing to pursue the invention with a patent attorney. 8) If you decide to pursue the invention, I highly recommend engaging with a patent attorney to draft your claims since very specific language must used in writing claims. You will also want your patent attorney to review your patent-review document and then perform a patent search to ensure that you have proof of performing this prior-art search to prevent you from being subject to trebled damages, should an infringement come to light in the future.

67

In this episode (#007) of the InnoGuidepodcast.com I share part two of Melanie Mitchellโ€™s book 'Artificial Intelligence: A Guide for Thinking Humans.' The focus is on the complexities and ethical considerations of AI technologies, particularly in the context of self-driving cars, machine learning, and autonomous decision-making. Topics covered include the trustworthiness of AI in critical applications, the ethical dilemmas of machine intelligence, and the historical evolution of automated systems in games like chess and Go. The podcast also touches on natural language processing, reinforcement learning, and the challenges of creating AI that understands and simulates human behavior. Central themes revolve around the balance between leveraging AI for societal benefit and addressing its inherent risks and limitations. Please enjoy this episode of the InnoGuidePodcast.com and read Melanie Mitchell's book: Artificial Intelligence: A Guide for Thinking Humans for many more details.

52

We can do all of our favorite activities today, weโ€™re in decent shape, and our daily activities give us plenty of exercise. >> But do we really get enough exercise ? >> Will we be able to do our favorite activities next year? In 5 years? In 10 or 20 years? ๐Ÿ‘‰ With respect to the attached sobering graph: Vo2Max levels are typically measured with users wearing a mask that measures lactate output while on a treadmill. Our Vo2Max level indicates the upper limit of our ability to convert oxygen into energy to power our muscles, when we exercise. The attached graph shows the level of Vo2Max required for typical activities of daily living. Note how typical age-related muscle-loss impacts our ability to perform these activities - unless we pursue an exercise program to maintain our breathing-muscle strength. But all is not lost. Many activities can help improve our Vo2Max. Here are several effective strategies recommended by experts on the Huberman Lab: - Maximal Exertion Exercises: Undertaking brief, maximal exertion activities like running up stairs or doing jumping jacks for periods as short as 20 seconds can lead to significant improvements in cardiovascular fitness and VO2 max. - Heart Rate Elevating Cardiovascular Training: Incorporating workouts that elevate heart rate near VO2 max levels, such as jogging, cycling, high-intensity interval training, or rowing at a high effort where conversation is difficult. - Coordinated High-Intensity Workouts: Structured high-intensity interval training that challenges maximal output over specific durations can effectively boost VO2 max and overall health. -Understanding Physiological Failure: Recognizing the point of physiological failure during VO2 max tests or high-intensity workouts helps identify where your body needs most adaptation, whether it's pulmonary exchange, muscular endurance, or cardiovascular capacity. Consistency and safety are key in applying these methods. Itโ€™s advisable to progressively challenge your body's capabilities and include recovery to foster adaptations effectively. Always consult a professional before starting a high-intensity training routine, especially if you have underlying health conditions. As a final note, there is one other exercise option, that is done while sitting: Inspiratory Muscle Training (IMT) IMT improves Vo2Max substantially and rapidly when performed at 80% of our one-rep max (maximum level of ability). IMT is effective because the greater muscle-strength increases negative pressure in the lungs with each breath. +20% pressure ==> 33% greater perfusion +33% pressure ==> 50% greater perfusion This greater perfusion is with every breath as a result of improved efficiency of the cardio-pulmonary pump which leads to greater oxygen availability (Vo2Max) in our blood, to fuel our muscles during exercise. Check out Inspiratory Muscle Trainers on the web. Note that I am a co-founder in Pro2Health.

7

Pro2Health: Developing and bringing a Medical Product to Market (Part III) Just as a brief review, our team of three cofounders designed the Pro2Fit product with the Pro2Health platform having a mobile app and a clinical management web portal that is clinically proven to do the following: A) It reduces breathlessness (dyspnea) in patients with respiratory conditions including Congestive Heart Failure (CHF) and COPD, B) It increases Vo2Max in both patients mentioned above and in athletes and us ordinary folks via Inspiratory Muscle Training (IMT) app-guided breathing exercises, that are essentially โ€œweight-liftingโ€ for our breathing muscles, C) It plays a key role in what Dr Peter Attia calls โ€œMedicine 3.0โ€, where we use metrics and the tools at our disposal, to maintain our Vo2Max to ensure that we can continue doing our favorite 10 activities thru every decade of our lives. Peter calls this our โ€œCentinarian Decathlonโ€. The graph below shows how quickly we lose the ability to perform activities of daily living if we allow traditional muscle-loss to take its course. We had a continuing dialog with several investors; One VC from NYC, another from RI, and an Angel group. The RI group wanted FDA clearance, the NYC group wanted the focus shifted from healthcare to a low-cost direct-to-consumer model, while the Angels would only invest if our team was full-time in the business, and their typical check-size would not support building product plus the overhead of a full-time team. So, we continued our bootstrapping model, filing for, and receiving FDA clearance as both a therapeutic and a diagnostic. This meant that physicians could be reimbursed, under existing CPT codes, for using the Pro2Health platform to do patient testing and to do patient therapy. We then returned to several hospital groups with our new reimbursement in-hand, only to discover headwinds that slowed adoption at every turn. While some pulmonology and cardiology teams were supportive of using Inspiratory Muscle Training to help their patients, it was difficult to introduce anything new into their patient-care process within the hospital. Meanwhile, a doctor with a large physical therapy (PT) and respiratory therapy (RT) practice had learned about the pro2health platform from his colleagues at UMiami, who had led and published a number of clinical trials using the Pro2Health platform. He began ordering Pro2Fit devices for his patients and reported significant improvements for patients with COPD, Congestive Heart Failure (CHF) and even improvement in Heart Rate Variability (HRV) in just a few treatments. In an interview, he even suggested that this should be a primary treatment option presented to patients with these conditions, by every cardiologist. We will pick up next time with what this PT/RT physician taught us about how to move forward to satisfy Medicine 2.0 acute-care and Medicine 3.0 preventive care patients.

15
Reposted @AdamMGrant

Dear managers: Raising productivity is not about monitoring people. It's about motivating them. 94 studies: Surveillance fโ€ฆ

161k

>> New Release: Episode #008 InnoGuidePodcast.com << This episode of the InnoGuide podcast introduces 'Outlive: The Science and Art of Longevity' by Peter Attia, MD.โ€™ The book's central premise is the metaphor of catching falling eggs, representing the medical field's reactionary approach to chronic diseases. Attia's vision for Medicine 3.0 focuses on prevention rather than treatment. The book draws on Attia's personal journey, highlighting the importance of exercise, diet, sleep, and emotional health in extending both lifespan (chronological age) and healthspan (quality of life). Attia critiques the limitations of traditional medical approaches, emphasizing the need for preventive strategies to stop chronic diseases like cancer, heart disease, neurodegenerative diseases, and type 2 diabetes before they take root. He also explores the significance of personalized medicine and genetic factors in achieving longevity, aiming to empower individuals to lead healthier, longer lives by making proactive, informed choices. Tune in to episode #008 of the InnoGuidePodcast.com for this first part of my series that summarizes Peter Attiaโ€™s book โ€œOutlive: The Science and Art of Longevityโ€

15
Reposted @LORWEN108

I'm 62. I'm a Harvard-trained psychologist. When I finished my Ph.D, I traveled to Tibet to fulfill my dream of crossing tโ€ฆ

580k
Reposted @LeilaHormozi

How to grow your leaders: 1 - Give them a clear mission 2 - Support them 3 - Encourage them And most importantlyโ€ฆ 4 -โ€ฆ

9k

Most engaged tweets of Bob Bouthillier

Most people come up with an idea for a great new invention, but think it may have already been done, or think they do not have the time or experience to make it real. Here are a few steps you can take to research your idea for free: ๐Ÿ‘‰ Research the IP landscape to learn if others have similar inventions or if your idea improves upon existing โ€œartโ€. 1) Search on " Google Patents" website for similar products to learn about โ€œprior artโ€; the legal term for other inventions that have already been patented based upon a similar idea. 2) As you research patents, drill down through the links of patents referenced within each patent AND patents that reference each one you read. This latter group has built upon an invention and could be closer to your IP (Invention). 3) Create a document listing reviewed patents including a comment about why you believe each is relevant with a YES/NO/MAYBE and a single sentence explaining why. This will save you time and money if / when you meet with a patent attorney. 4) Identify how your product improves upon the โ€œprior artโ€ , specifically what they missed that makes your invention more valuable or of greater use. 5) Further define product features that set your product apart from those identified as "prior art" 6) Draft Claims - Create a bullet-list that lists the features to be included in each claim. For example, if you invented the iPhone, you may have bullets like the following i) A touch-screen handheld computing device with a cellular-phone and a phone app ii) A touch-screen handheld computing device that supports a variety of installable mobile apps such as a media player, games and weather apps. iii) A touch-screen handheld computing device that includes claims i & II iv) ... 7) Once you have completed these activities, you will know how novel your idea is and you will have a sense of whether it infringes upon someone else's patent. You can then assess whether a few changes might keep you clear of the prior art, and whether you believe it is worth progressing to pursue the invention with a patent attorney. 8) If you decide to pursue the invention, I highly recommend engaging with a patent attorney to draft your claims since very specific language must used in writing claims. You will also want your patent attorney to review your patent-review document and then perform a patent search to ensure that you have proof of performing this prior-art search to prevent you from being subject to trebled damages, should an infringement come to light in the future.

67

Pro2Health: Developing and bringing a Medical Product to Market (Part II) The MVP process progressed through 5 different iterations of product design. One key revision was due to customer breaking the mouthpiece which had a quarter-turn push-to-lock/unlock feature when the unit was dropped. This method of attaching/detaching the mouthpiece also defied good human-factors design practices since once the mouthpiece was attached, it was not obvious how to remove it. As a result, we redesigned the mouthpiece, retaining the quarter-turn feature but switching from the push-to-lock model to simple threads that provided 360 degree engagement between the mouthpiece and the Pro2FIT unit. This passed drop tests easily and the familiarity of threads made it easy to understand how to remove and replace the mouthpiece. Since this product was really a new category of health and wellness products, there was no existing product to โ€œanchorโ€ the price of the unit. For this reason, we created two different SKUโ€™s or variants of the product, one with AA Batteries no display, the other with rechargeable batteries and an OLED display. This would let clients review both and one would provide an โ€œanchorโ€ for the other when customers are evaluating the product. Providing an โ€œanchorโ€ is often done in Consumer products to help drive customer decision-making with new or unfamiliar products. Since Mobile phones now had improved Bluetooth BLE capabilities, we revised the internal PCB to include a microcontroller with an internal BLE radio and internal lithium battery charger, and we submitted and received FCC approval for the new design . This update, reduced our cost-of-goods by 50% and the new BLE micro solved many Bluetooth pairing headaches that were present in the earlier design. This was a substantial improvement and a big win for the user experience. This cost-reduction also allowed us to drop the AA battery version and instead we created four SKUโ€™s with options for an OLED display and for inductive charging. The micro-USB cable had been a challenge for some of the users in the clinical trials who were jamming the micro-USB cable into the connector upside-down, causing the charging connector to be ripped of the PC Board. With our upgraded electronics in our MVP, we shifted from 3D Printed units to building housings from rapid-tooling methods, and we were now building the PrO2FIT product in batches of 200 units. Although we had de-risked building a product and a platform and had proven that it delivered value in a clinical trial environment, investors still wanted to see results on three key milestones: >> FDA clearance, >> Traction showing repeat sales in Hospitals, and >> A full-time team dedicated to the Pro2Health business. We will revisit these three goals in the next chapterโ€ฆ.

82

We can do all of our favorite activities today, weโ€™re in decent shape, and our daily activities give us plenty of exercise. >> But do we really get enough exercise ? >> Will we be able to do our favorite activities next year? In 5 years? In 10 or 20 years? ๐Ÿ‘‰ With respect to the attached sobering graph: Vo2Max levels are typically measured with users wearing a mask that measures lactate output while on a treadmill. Our Vo2Max level indicates the upper limit of our ability to convert oxygen into energy to power our muscles, when we exercise. The attached graph shows the level of Vo2Max required for typical activities of daily living. Note how typical age-related muscle-loss impacts our ability to perform these activities - unless we pursue an exercise program to maintain our breathing-muscle strength. But all is not lost. Many activities can help improve our Vo2Max. Here are several effective strategies recommended by experts on the Huberman Lab: - Maximal Exertion Exercises: Undertaking brief, maximal exertion activities like running up stairs or doing jumping jacks for periods as short as 20 seconds can lead to significant improvements in cardiovascular fitness and VO2 max. - Heart Rate Elevating Cardiovascular Training: Incorporating workouts that elevate heart rate near VO2 max levels, such as jogging, cycling, high-intensity interval training, or rowing at a high effort where conversation is difficult. - Coordinated High-Intensity Workouts: Structured high-intensity interval training that challenges maximal output over specific durations can effectively boost VO2 max and overall health. -Understanding Physiological Failure: Recognizing the point of physiological failure during VO2 max tests or high-intensity workouts helps identify where your body needs most adaptation, whether it's pulmonary exchange, muscular endurance, or cardiovascular capacity. Consistency and safety are key in applying these methods. Itโ€™s advisable to progressively challenge your body's capabilities and include recovery to foster adaptations effectively. Always consult a professional before starting a high-intensity training routine, especially if you have underlying health conditions. As a final note, there is one other exercise option, that is done while sitting: Inspiratory Muscle Training (IMT) IMT improves Vo2Max substantially and rapidly when performed at 80% of our one-rep max (maximum level of ability). IMT is effective because the greater muscle-strength increases negative pressure in the lungs with each breath. +20% pressure ==> 33% greater perfusion +33% pressure ==> 50% greater perfusion This greater perfusion is with every breath as a result of improved efficiency of the cardio-pulmonary pump which leads to greater oxygen availability (Vo2Max) in our blood, to fuel our muscles during exercise. Check out Inspiratory Muscle Trainers on the web. Note that I am a co-founder in Pro2Health.

7

Pro2Health: Developing and bringing a Medical Product to Market (Part III) Just as a brief review, our team of three cofounders designed the Pro2Fit product with the Pro2Health platform having a mobile app and a clinical management web portal that is clinically proven to do the following: A) It reduces breathlessness (dyspnea) in patients with respiratory conditions including Congestive Heart Failure (CHF) and COPD, B) It increases Vo2Max in both patients mentioned above and in athletes and us ordinary folks via Inspiratory Muscle Training (IMT) app-guided breathing exercises, that are essentially โ€œweight-liftingโ€ for our breathing muscles, C) It plays a key role in what Dr Peter Attia calls โ€œMedicine 3.0โ€, where we use metrics and the tools at our disposal, to maintain our Vo2Max to ensure that we can continue doing our favorite 10 activities thru every decade of our lives. Peter calls this our โ€œCentinarian Decathlonโ€. The graph below shows how quickly we lose the ability to perform activities of daily living if we allow traditional muscle-loss to take its course. We had a continuing dialog with several investors; One VC from NYC, another from RI, and an Angel group. The RI group wanted FDA clearance, the NYC group wanted the focus shifted from healthcare to a low-cost direct-to-consumer model, while the Angels would only invest if our team was full-time in the business, and their typical check-size would not support building product plus the overhead of a full-time team. So, we continued our bootstrapping model, filing for, and receiving FDA clearance as both a therapeutic and a diagnostic. This meant that physicians could be reimbursed, under existing CPT codes, for using the Pro2Health platform to do patient testing and to do patient therapy. We then returned to several hospital groups with our new reimbursement in-hand, only to discover headwinds that slowed adoption at every turn. While some pulmonology and cardiology teams were supportive of using Inspiratory Muscle Training to help their patients, it was difficult to introduce anything new into their patient-care process within the hospital. Meanwhile, a doctor with a large physical therapy (PT) and respiratory therapy (RT) practice had learned about the pro2health platform from his colleagues at UMiami, who had led and published a number of clinical trials using the Pro2Health platform. He began ordering Pro2Fit devices for his patients and reported significant improvements for patients with COPD, Congestive Heart Failure (CHF) and even improvement in Heart Rate Variability (HRV) in just a few treatments. In an interview, he even suggested that this should be a primary treatment option presented to patients with these conditions, by every cardiologist. We will pick up next time with what this PT/RT physician taught us about how to move forward to satisfy Medicine 2.0 acute-care and Medicine 3.0 preventive care patients.

15
Reposted @AdamMGrant

Dear managers: Raising productivity is not about monitoring people. It's about motivating them. 94 studies: Surveillance fโ€ฆ

161k

>> New Release: Episode #008 InnoGuidePodcast.com << This episode of the InnoGuide podcast introduces 'Outlive: The Science and Art of Longevity' by Peter Attia, MD.โ€™ The book's central premise is the metaphor of catching falling eggs, representing the medical field's reactionary approach to chronic diseases. Attia's vision for Medicine 3.0 focuses on prevention rather than treatment. The book draws on Attia's personal journey, highlighting the importance of exercise, diet, sleep, and emotional health in extending both lifespan (chronological age) and healthspan (quality of life). Attia critiques the limitations of traditional medical approaches, emphasizing the need for preventive strategies to stop chronic diseases like cancer, heart disease, neurodegenerative diseases, and type 2 diabetes before they take root. He also explores the significance of personalized medicine and genetic factors in achieving longevity, aiming to empower individuals to lead healthier, longer lives by making proactive, informed choices. Tune in to episode #008 of the InnoGuidePodcast.com for this first part of my series that summarizes Peter Attiaโ€™s book โ€œOutlive: The Science and Art of Longevityโ€

15
Reposted @LORWEN108

I'm 62. I'm a Harvard-trained psychologist. When I finished my Ph.D, I traveled to Tibet to fulfill my dream of crossing tโ€ฆ

580k
Reposted @LeilaHormozi

How to grow your leaders: 1 - Give them a clear mission 2 - Support them 3 - Encourage them And most importantlyโ€ฆ 4 -โ€ฆ

9k

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