The Longevity Letter

The Top 8 Longevity and Concierge Medicine Health Data Management Platforms in 2025

Hillary Lin, MD·
The Top 8 Longevity and Concierge Medicine Health Data Management Platforms in 2025

Drowning in health data from wearables, lab tests, and tracking apps? Discover eight cutting-edge platforms helping doctors transform this data overload into meaningful insights for personalized patie

Dr. Hillary Lin & Livora Health

The Long Game

Hi ,

Welcome to the first custom newsletter edition of The Long Game! If you're receiving this email, it means you've successfully identified yourself as a clinician or health founder/leader and will be getting special articles and updates catered to you 💪.

Today, I wanted to finally reveal a piece I've been quietly working on for some time. If you're a doctor dealing with massive amounts of data from longevity testing and wearables, you've probably been demoing a suite of data platforms. If you are a startup working on this problem - you should be in the article! Either way, I hope this piece helps you.

Spoiler alert - I don't think there's a perfect solution (yet). But I'm highly encouraged by all the longevity-focused, AI-first solutions out there. It's an exciting time to be in longevity medicine!

The Top 8 Longevity and Concierge Medicine Health Data Management Platforms

Big data has long been a hot phrase in healthcare. The general consensus is that the bigger the data, the better. It’s logical - there have been billions of healthcare interactions since the beginning of electronic medical record-keeping. One would reasonably expect that with more information, we’d have more knowledge to work with. And now with AI, we’re finally able to sort through all that data to (theoretically) have all the answers!

But when AI in the form of IBM Watson was unleashed on MSKCC’s medical records, we didn’t magically figure out the cure to cancer. We really didn’t make much of a dent in improving oncologic care. Even Flatiron Health, one of the greatest healthtech successes to date, failed to make much of an impact for its acquirer, Roche (which reportedly is divesting the real-world evidence company, six years post-acquisition). Users have stated that the main reason was “Garbage in, garbage out.” Most clinicians would say we document mainly because we “have” to, and that often results in dot phrases and copy-forwards with a legacy of garbage information. And unfortunately, this problem is likely to only get worse in the age of generative AI (which creates excess documentation for medical liability reasons).

Get the Complete List Here

Want someone else to live healthier, and for longer?

Send them to subscribe here!

Thanks so much for reading!

You can stay updated by following me everywhere @hillarylinmd

Join Livora's Longevity Programs here.

Hillary Lin, MD is a Stanford MD and Board Certified Internal Medicine Physician. Dr. Lin practices healthspan- and longevity-focused medicine at Livora Health, her private concierge telemedical practice. Keep in touch to hear about our upcoming, exciting projects in longevity health!

instagramlinkedinenvelope-openx-twitter

www.hillarylinmd.com

The information provided in this newsletter is intended solely for general educational purposes and is not meant to be, nor should it be construed as, personalized medical advice. No doctor-patient relationship is established by your use of this or any other content platform with Hillary Lin, MD.

Was this email forwarded to you? Sign up here.
Unsubscribe · Preferences