Do AI tools remember my previous lab results?

Most general AI tools like ChatGPT don't remember your previous lab results between conversations, limiting their ability to track health trends. For comprehensive tracking and personalized insights, specialized health AI platforms like SiPhox's Sai are designed to store and analyze your results over time.

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The short answer: It depends on the AI tool

When it comes to remembering your previous lab results, not all AI tools are created equal. General-purpose AI assistants like ChatGPT, Claude, or Gemini typically don't retain information between conversations. Each time you start a new chat session, these tools begin with a clean slate, meaning they won't remember the lab results you shared yesterday, last week, or last month.

This limitation significantly impacts their usefulness for health tracking. Without the ability to compare current results to previous ones, these AI tools can't identify important trends, track improvements, or alert you to concerning changes in your biomarkers over time. They're essentially providing snapshot analysis rather than the longitudinal insights that make lab testing truly valuable for health optimization.

However, specialized health AI platforms are designed specifically to overcome these limitations. Tools like SiPhox Health's Sai are built from the ground up to store, track, and analyze your health data over time, providing the continuous monitoring and personalized insights that general AI tools simply can't offer.

Why memory matters for health tracking

Your health isn't static, and neither should be your health analysis. A cholesterol level that's technically within normal range but has increased by 30% over six months might be more concerning than a slightly elevated but stable reading. Without the ability to track changes over time, AI tools miss these crucial patterns that could indicate developing health issues or validate the effectiveness of your interventions.

Personalized reference ranges

Everyone has their own baseline for various biomarkers. What's normal for you might be abnormal for someone else, and vice versa. AI tools that remember your history can establish your personal baseline and alert you to deviations that might be significant for you specifically, even if they fall within population-wide normal ranges.

Measuring intervention effectiveness

Whether you're trying a new diet, supplement regimen, or exercise program, the real value comes from seeing how these changes affect your biomarkers over time. Without memory of previous results, AI tools can't help you determine whether your efforts are actually moving the needle on your health metrics.

Limitations of general AI assistants

General AI assistants face several technical and design limitations when it comes to health data tracking. Most operate on a conversation-by-conversation basis, with each session isolated from others for privacy and computational efficiency. While some newer models have limited memory features, these are typically restricted to recent conversations and aren't designed for long-term health data storage.

Privacy concerns also play a role. General AI platforms are understandably cautious about storing sensitive health information, as they're not specifically designed or certified for medical data handling. This means even if they could remember your results, they might not be the most secure or appropriate place to store such sensitive information.

Additionally, these tools lack the specialized features needed for comprehensive health tracking. They can't integrate with testing laboratories, automatically import results, or provide the sophisticated trend analysis and visualization tools that make health data truly actionable.

The advantage of specialized health AI platforms

Purpose-built health AI platforms like SiPhox Health's Sai are designed from the ground up to address these limitations. These platforms offer secure, HIPAA-compliant storage for your health data, ensuring your sensitive information is protected while remaining accessible for analysis whenever you need it.

Beyond just remembering your data, specialized health AI platforms provide sophisticated analysis capabilities. They can automatically identify trends, flag concerning changes, and provide personalized recommendations based on your unique health history and goals. They also integrate seamlessly with testing services, making it easy to add new results and maintain a comprehensive health record.

These platforms also offer features that general AI tools simply can't match. Interactive dashboards let you visualize your biomarker trends over time, while smart alerts notify you of significant changes or when it's time for follow-up testing. Integration with wearables and other health data sources provides a more complete picture of your health, enabling more accurate and actionable insights.

Making the most of AI for health tracking

Choosing the right tool for your needs

If you're serious about using AI to optimize your health through regular biomarker testing, investing in a specialized platform is worth considering. Look for tools that offer secure data storage, comprehensive tracking capabilities, and integration with testing services. The ability to upload past results is also crucial, as it allows you to build a complete health history even if you've been testing elsewhere.

Building a comprehensive health record

One of the most valuable steps you can take is consolidating all your health data in one place. SiPhox Health's free upload service allows you to digitize and analyze past lab results, creating a comprehensive health timeline that AI can use to provide more personalized insights. This historical data becomes increasingly valuable over time, enabling more accurate trend analysis and better health predictions.

Regular testing for meaningful insights

The power of AI-driven health analysis grows exponentially with more data points. Regular testing, whether quarterly or biannually, provides the consistent data stream needed for AI to identify subtle trends and provide truly personalized recommendations. This approach transforms biomarker testing from reactive disease screening to proactive health optimization.

Privacy and security considerations

When choosing an AI platform for health data analysis, privacy and security should be top priorities. Health information is among the most sensitive data you can share, and it's crucial to understand how different platforms handle this responsibility.

General AI assistants typically process data on a per-conversation basis and may use interactions for model training unless you opt out. While they implement security measures, they're not specifically designed for health data compliance. In contrast, specialized health platforms like Sai are built with HIPAA compliance and medical-grade security from the ground up, ensuring your data is protected according to healthcare industry standards.

Look for platforms that clearly explain their data handling practices, offer user control over data sharing and deletion, and maintain appropriate certifications for health data management. The right platform should make you feel confident that your health information is both accessible when you need it and protected from unauthorized access.

The future of AI-powered health tracking

As AI technology continues to advance, we're moving toward a future where intelligent health assistants become indispensable partners in our wellness journey. These systems will not only remember our health history but also proactively identify risks, suggest preventive measures, and even predict future health trajectories based on population data and personal trends.

The integration of multiple data sources, from blood biomarkers to wearable devices to genetic information, will enable AI to provide increasingly sophisticated and personalized health guidance. Platforms that can seamlessly combine these diverse data streams while maintaining privacy and security will become the foundation of preventive healthcare.

For those ready to embrace this future today, specialized health AI platforms offer a glimpse of what's possible when technology is purposefully designed for health optimization. By choosing tools that remember and learn from your health data over time, you're not just getting better analysis of individual test results, you're building a comprehensive health intelligence system that grows more valuable with every data point.

Taking action with the right tools

Understanding whether AI tools can remember your lab results is just the first step. The real value comes from choosing and using the right tools to transform your health data into actionable insights. While general AI assistants have their place for quick questions and basic education, serious health optimization requires more sophisticated solutions.

Start by consolidating your existing health data using SiPhox Health's free upload service, which can analyze and digitize your past lab results. Then, consider how regular testing combined with AI-powered analysis could help you achieve your health goals. Whether you're focused on longevity, performance optimization, or disease prevention, the combination of comprehensive testing and intelligent analysis provides the insights needed to make informed decisions about your health.

Remember, your health data tells a story that unfolds over time. Make sure you're using AI tools capable of reading every chapter, not just the current page. With the right platform, you can transform scattered lab results into a coherent narrative of your health journey, complete with personalized insights and evidence-based recommendations for writing a healthier future.

References

  1. Topol, E. J. (2019). High-performance medicine: the convergence of human and artificial intelligence. Nature Medicine, 25(1), 44-56.[Link][DOI]
  2. Rajkomar, A., Dean, J., & Kohane, I. (2019). Machine learning in medicine. New England Journal of Medicine, 380(14), 1347-1358.[Link][DOI]
  3. Beam, A. L., & Kohane, I. S. (2018). Big data and machine learning in health care. JAMA, 319(13), 1317-1318.[Link][DOI]
  4. Esteva, A., Robicquet, A., Ramsundar, B., et al. (2019). A guide to deep learning in healthcare. Nature Medicine, 25(1), 24-29.[Link][DOI]
  5. Obermeyer, Z., & Emanuel, E. J. (2016). Predicting the future—big data, machine learning, and clinical medicine. New England Journal of Medicine, 375(13), 1216-1219.[Link][DOI]
  6. Yu, K. H., Beam, A. L., & Kohane, I. S. (2018). Artificial intelligence in healthcare. Nature Biomedical Engineering, 2(10), 719-731.[Link][DOI]

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Frequently Asked Questions

How can I test my biomarkers at home?

You can test your biomarkers at home with SiPhox Health's Core Health Program, which includes comprehensive testing of metabolic, cardiovascular, and hormonal markers. The program provides lab-quality results from the comfort of your home with regular testing options.

Can I upload my old lab results to SiPhox's AI platform?

Yes, you can upload your past lab results for free using SiPhox Health's upload service. The AI will extract and analyze your results, creating a comprehensive health timeline that enables better trend analysis and personalized recommendations.

How is Sai different from ChatGPT for health analysis?

Unlike ChatGPT, Sai is specifically designed for health optimization and remembers your complete health history. It provides continuous tracking, trend analysis, and personalized recommendations based on your unique biomarker data over time, all within a HIPAA-compliant platform.

How often should I test my biomarkers for AI to provide meaningful insights?

For optimal AI-driven insights, testing every 3-6 months is recommended. This frequency provides enough data points to identify trends, measure the effectiveness of lifestyle changes, and catch potential health issues early while they're still easily addressable.

Is my health data secure when using AI health platforms?

Specialized health AI platforms like Sai are built with HIPAA compliance and medical-grade security standards. Unlike general AI tools, they're specifically designed to protect sensitive health information while providing you with full control over your data access and sharing preferences.

This article is licensed under CC BY 4.0. You are free to share and adapt this material with attribution.

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Tsolmon Tsogbayar, MD

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Dr. Tsogbayar leverages her clinical expertise to develop innovative health solutions and evidence-based coaching. Dr. Tsogbayar previously practiced as a physician with a comprehensive training background, developing specialized expertise in cardiology and emergency medicine after gaining experience in primary care, allergy & immunology, internal medicine, and general surgery.

She earned her medical degree from Imperial College London, where she also completed her MSc in Human Molecular Genetics after obtaining a BSc in Biochemistry from Queen Mary University of London. Her academic research includes significant work in developmental cardiovascular genetics, with her thesis publication contributing to the understanding of genetic modifications on embryonic cardiovascular development.

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Dr. Thompson’s interests in exercise, general cardiology and sports cardiology originated from his own distance running: he qualified for the 1972 Olympic Marathon Trials as a 3rd year medical student and finished 16th in the 1976 Boston Marathon. Dr. Thompson publishes a blog 500 Rules of Cardiology where he shares lessons and anecdotes that he has learned over his extensive career as a physician, researcher and teacher.

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His latest book, ‘Lies I Taught In Medical School’ is an instant New York Times bestseller and has re-framed how we think about metabolic health and longevity. In addition to being a practicing physician, he is author of over 200 peer reviewed scientific papers and 14 books that are available in fourteen languages.

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She has contributed to global health initiatives, implementing surgical safety standards and protocols across rural Uganda. Dr. Milinkovic initially joined SiPhox Health to spearhead the health coaching initiative and has been a key contributor in the development and launch of the Heart and Metabolic program. She is passionate about addressing health disparities by building scalable healthcare solutions.

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Health Programs Lead, Health Innovation

Dr. Tsogbayar leverages her clinical expertise to develop innovative health solutions and evidence-based coaching. Dr. Tsogbayar previously practiced as a physician with a comprehensive training background, developing specialized expertise in cardiology and emergency medicine after gaining experience in primary care, allergy & immunology, internal medicine, and general surgery.

She earned her medical degree from Imperial College London, where she also completed her MSc in Human Molecular Genetics after obtaining a BSc in Biochemistry from Queen Mary University of London. Her academic research includes significant work in developmental cardiovascular genetics, with her thesis publication contributing to the understanding of genetic modifications on embryonic cardiovascular development.

View Details
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Director of Clinical Product Operations at SiPhox Health with a background in medicine and a passion for health optimization. Experienced in leading software and clinical development teams, contributing to patents, launching health-related products, and turning diagnostics into actionable tools.

View Details
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Paul D. Thompson is Chief of Cardiology Emeritus of Hartford Hospital and Professor Emeritus at University of Connecticut Medical School. He has authored over 500 scientific articles on cardiovascular risk factors, the effects of exercise, and beyond. He received National Institutes of Health’s (NIH) Preventive Cardiology Academic Award, and has received NIH funding for multiple studies.

Dr. Thompson’s interests in exercise, general cardiology and sports cardiology originated from his own distance running: he qualified for the 1972 Olympic Marathon Trials as a 3rd year medical student and finished 16th in the 1976 Boston Marathon. Dr. Thompson publishes a blog 500 Rules of Cardiology where he shares lessons and anecdotes that he has learned over his extensive career as a physician, researcher and teacher.

View Details
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Physician/medical school professor (UCLA and USC) and New York Times bestselling author empowering people to take back their metabolic health with lifestyle and other tools. A veteran of the Today Show, USA Today, and a regular contributor to FOX and other network news stations, his weekly video podcast reaches over 500,000 people. After reversing chronic disease and transforming his own life he is making it his mission to help others do the same.

His latest book, ‘Lies I Taught In Medical School’ is an instant New York Times bestseller and has re-framed how we think about metabolic health and longevity. In addition to being a practicing physician, he is author of over 200 peer reviewed scientific papers and 14 books that are available in fourteen languages.

View Details
Ben Bikman, PhD

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Advisor

Benjamin Bikman earned his Ph.D. in Bioenergetics and was a postdoctoral fellow with the Duke-National University of Singapore in metabolic disorders. Currently, his professional focus as a scientist and professor (Brigham Young University) is to better understand the role of elevated insulin and nutrient metabolism in regulating obesity, diabetes, and dementia.

In addition to his academic pursuits, Dr. Bikman is the author of Why We Get Sick and How Not To Get Sick.

View Details
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Health Programs Lead, Heart & Metabolic

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She has contributed to global health initiatives, implementing surgical safety standards and protocols across rural Uganda. Dr. Milinkovic initially joined SiPhox Health to spearhead the health coaching initiative and has been a key contributor in the development and launch of the Heart and Metabolic program. She is passionate about addressing health disparities by building scalable healthcare solutions.

View Details
Tsolmon Tsogbayar, MD

Tsolmon Tsogbayar, MD

Health Programs Lead, Health Innovation

Dr. Tsogbayar leverages her clinical expertise to develop innovative health solutions and evidence-based coaching. Dr. Tsogbayar previously practiced as a physician with a comprehensive training background, developing specialized expertise in cardiology and emergency medicine after gaining experience in primary care, allergy & immunology, internal medicine, and general surgery.

She earned her medical degree from Imperial College London, where she also completed her MSc in Human Molecular Genetics after obtaining a BSc in Biochemistry from Queen Mary University of London. Her academic research includes significant work in developmental cardiovascular genetics, with her thesis publication contributing to the understanding of genetic modifications on embryonic cardiovascular development.

View Details
Pavel Korecky, MD

Pavel Korecky, MD

Director of Clinical Product Operations

Director of Clinical Product Operations at SiPhox Health with a background in medicine and a passion for health optimization. Experienced in leading software and clinical development teams, contributing to patents, launching health-related products, and turning diagnostics into actionable tools.

View Details
Paul Thompson, MD

Paul Thompson, MD

Advisor

Paul D. Thompson is Chief of Cardiology Emeritus of Hartford Hospital and Professor Emeritus at University of Connecticut Medical School. He has authored over 500 scientific articles on cardiovascular risk factors, the effects of exercise, and beyond. He received National Institutes of Health’s (NIH) Preventive Cardiology Academic Award, and has received NIH funding for multiple studies.

Dr. Thompson’s interests in exercise, general cardiology and sports cardiology originated from his own distance running: he qualified for the 1972 Olympic Marathon Trials as a 3rd year medical student and finished 16th in the 1976 Boston Marathon. Dr. Thompson publishes a blog 500 Rules of Cardiology where he shares lessons and anecdotes that he has learned over his extensive career as a physician, researcher and teacher.

View Details
Robert Lufkin, MD

Robert Lufkin, MD

Advisor

Physician/medical school professor (UCLA and USC) and New York Times bestselling author empowering people to take back their metabolic health with lifestyle and other tools. A veteran of the Today Show, USA Today, and a regular contributor to FOX and other network news stations, his weekly video podcast reaches over 500,000 people. After reversing chronic disease and transforming his own life he is making it his mission to help others do the same.

His latest book, ‘Lies I Taught In Medical School’ is an instant New York Times bestseller and has re-framed how we think about metabolic health and longevity. In addition to being a practicing physician, he is author of over 200 peer reviewed scientific papers and 14 books that are available in fourteen languages.

View Details
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Advisor

Benjamin Bikman earned his Ph.D. in Bioenergetics and was a postdoctoral fellow with the Duke-National University of Singapore in metabolic disorders. Currently, his professional focus as a scientist and professor (Brigham Young University) is to better understand the role of elevated insulin and nutrient metabolism in regulating obesity, diabetes, and dementia.

In addition to his academic pursuits, Dr. Bikman is the author of Why We Get Sick and How Not To Get Sick.

View Details
Tash Milinkovic, MD

Tash Milinkovic, MD

Health Programs Lead, Heart & Metabolic

Dr. Natasha Milinkovic is part of the clinical product team at SiPhox Health, having graduated from the University of Bristol Medical School. Her medical career includes rotations across medical and surgical specialties, with specialized research in vascular surgery, focusing on recovery and post-operative pain outcomes. Dr. Milinkovic built her expertise in emergency medicine as a clinical fellow at a major trauma center before practicing at a central London teaching hospital throughout the pandemic.

She has contributed to global health initiatives, implementing surgical safety standards and protocols across rural Uganda. Dr. Milinkovic initially joined SiPhox Health to spearhead the health coaching initiative and has been a key contributor in the development and launch of the Heart and Metabolic program. She is passionate about addressing health disparities by building scalable healthcare solutions.

View Details
Tsolmon Tsogbayar, MD

Tsolmon Tsogbayar, MD

Health Programs Lead, Health Innovation

Dr. Tsogbayar leverages her clinical expertise to develop innovative health solutions and evidence-based coaching. Dr. Tsogbayar previously practiced as a physician with a comprehensive training background, developing specialized expertise in cardiology and emergency medicine after gaining experience in primary care, allergy & immunology, internal medicine, and general surgery.

She earned her medical degree from Imperial College London, where she also completed her MSc in Human Molecular Genetics after obtaining a BSc in Biochemistry from Queen Mary University of London. Her academic research includes significant work in developmental cardiovascular genetics, with her thesis publication contributing to the understanding of genetic modifications on embryonic cardiovascular development.

View Details
Pavel Korecky, MD

Pavel Korecky, MD

Director of Clinical Product Operations

Director of Clinical Product Operations at SiPhox Health with a background in medicine and a passion for health optimization. Experienced in leading software and clinical development teams, contributing to patents, launching health-related products, and turning diagnostics into actionable tools.

View Details
Paul Thompson, MD

Paul Thompson, MD

Advisor

Paul D. Thompson is Chief of Cardiology Emeritus of Hartford Hospital and Professor Emeritus at University of Connecticut Medical School. He has authored over 500 scientific articles on cardiovascular risk factors, the effects of exercise, and beyond. He received National Institutes of Health’s (NIH) Preventive Cardiology Academic Award, and has received NIH funding for multiple studies.

Dr. Thompson’s interests in exercise, general cardiology and sports cardiology originated from his own distance running: he qualified for the 1972 Olympic Marathon Trials as a 3rd year medical student and finished 16th in the 1976 Boston Marathon. Dr. Thompson publishes a blog 500 Rules of Cardiology where he shares lessons and anecdotes that he has learned over his extensive career as a physician, researcher and teacher.

View Details
Robert Lufkin, MD

Robert Lufkin, MD

Advisor

Physician/medical school professor (UCLA and USC) and New York Times bestselling author empowering people to take back their metabolic health with lifestyle and other tools. A veteran of the Today Show, USA Today, and a regular contributor to FOX and other network news stations, his weekly video podcast reaches over 500,000 people. After reversing chronic disease and transforming his own life he is making it his mission to help others do the same.

His latest book, ‘Lies I Taught In Medical School’ is an instant New York Times bestseller and has re-framed how we think about metabolic health and longevity. In addition to being a practicing physician, he is author of over 200 peer reviewed scientific papers and 14 books that are available in fourteen languages.

View Details
Ben Bikman, PhD

Ben Bikman, PhD

Advisor

Benjamin Bikman earned his Ph.D. in Bioenergetics and was a postdoctoral fellow with the Duke-National University of Singapore in metabolic disorders. Currently, his professional focus as a scientist and professor (Brigham Young University) is to better understand the role of elevated insulin and nutrient metabolism in regulating obesity, diabetes, and dementia.

In addition to his academic pursuits, Dr. Bikman is the author of Why We Get Sick and How Not To Get Sick.

View Details
Tash Milinkovic, MD

Tash Milinkovic, MD

Health Programs Lead, Heart & Metabolic

Dr. Natasha Milinkovic is part of the clinical product team at SiPhox Health, having graduated from the University of Bristol Medical School. Her medical career includes rotations across medical and surgical specialties, with specialized research in vascular surgery, focusing on recovery and post-operative pain outcomes. Dr. Milinkovic built her expertise in emergency medicine as a clinical fellow at a major trauma center before practicing at a central London teaching hospital throughout the pandemic.

She has contributed to global health initiatives, implementing surgical safety standards and protocols across rural Uganda. Dr. Milinkovic initially joined SiPhox Health to spearhead the health coaching initiative and has been a key contributor in the development and launch of the Heart and Metabolic program. She is passionate about addressing health disparities by building scalable healthcare solutions.

View Details
Tsolmon Tsogbayar, MD

Tsolmon Tsogbayar, MD

Health Programs Lead, Health Innovation

Dr. Tsogbayar leverages her clinical expertise to develop innovative health solutions and evidence-based coaching. Dr. Tsogbayar previously practiced as a physician with a comprehensive training background, developing specialized expertise in cardiology and emergency medicine after gaining experience in primary care, allergy & immunology, internal medicine, and general surgery.

She earned her medical degree from Imperial College London, where she also completed her MSc in Human Molecular Genetics after obtaining a BSc in Biochemistry from Queen Mary University of London. Her academic research includes significant work in developmental cardiovascular genetics, with her thesis publication contributing to the understanding of genetic modifications on embryonic cardiovascular development.

View Details
Pavel Korecky, MD

Pavel Korecky, MD

Director of Clinical Product Operations

Director of Clinical Product Operations at SiPhox Health with a background in medicine and a passion for health optimization. Experienced in leading software and clinical development teams, contributing to patents, launching health-related products, and turning diagnostics into actionable tools.

View Details
Paul Thompson, MD

Paul Thompson, MD

Advisor

Paul D. Thompson is Chief of Cardiology Emeritus of Hartford Hospital and Professor Emeritus at University of Connecticut Medical School. He has authored over 500 scientific articles on cardiovascular risk factors, the effects of exercise, and beyond. He received National Institutes of Health’s (NIH) Preventive Cardiology Academic Award, and has received NIH funding for multiple studies.

Dr. Thompson’s interests in exercise, general cardiology and sports cardiology originated from his own distance running: he qualified for the 1972 Olympic Marathon Trials as a 3rd year medical student and finished 16th in the 1976 Boston Marathon. Dr. Thompson publishes a blog 500 Rules of Cardiology where he shares lessons and anecdotes that he has learned over his extensive career as a physician, researcher and teacher.

View Details
Robert Lufkin, MD

Robert Lufkin, MD

Advisor

Physician/medical school professor (UCLA and USC) and New York Times bestselling author empowering people to take back their metabolic health with lifestyle and other tools. A veteran of the Today Show, USA Today, and a regular contributor to FOX and other network news stations, his weekly video podcast reaches over 500,000 people. After reversing chronic disease and transforming his own life he is making it his mission to help others do the same.

His latest book, ‘Lies I Taught In Medical School’ is an instant New York Times bestseller and has re-framed how we think about metabolic health and longevity. In addition to being a practicing physician, he is author of over 200 peer reviewed scientific papers and 14 books that are available in fourteen languages.

View Details
Ben Bikman, PhD

Ben Bikman, PhD

Advisor

Benjamin Bikman earned his Ph.D. in Bioenergetics and was a postdoctoral fellow with the Duke-National University of Singapore in metabolic disorders. Currently, his professional focus as a scientist and professor (Brigham Young University) is to better understand the role of elevated insulin and nutrient metabolism in regulating obesity, diabetes, and dementia.

In addition to his academic pursuits, Dr. Bikman is the author of Why We Get Sick and How Not To Get Sick.

View Details
Tash Milinkovic, MD

Tash Milinkovic, MD

Health Programs Lead, Heart & Metabolic

Dr. Natasha Milinkovic is part of the clinical product team at SiPhox Health, having graduated from the University of Bristol Medical School. Her medical career includes rotations across medical and surgical specialties, with specialized research in vascular surgery, focusing on recovery and post-operative pain outcomes. Dr. Milinkovic built her expertise in emergency medicine as a clinical fellow at a major trauma center before practicing at a central London teaching hospital throughout the pandemic.

She has contributed to global health initiatives, implementing surgical safety standards and protocols across rural Uganda. Dr. Milinkovic initially joined SiPhox Health to spearhead the health coaching initiative and has been a key contributor in the development and launch of the Heart and Metabolic program. She is passionate about addressing health disparities by building scalable healthcare solutions.

View Details