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We Built Biohack Because MyFitnessPal Was Not Enough

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Friedrich Buettner, Founder of Buettner Labs
May 5, 20266 min read

I want to say something upfront: MyFitnessPal is a good app. I used it for years. Millions of people have lost weight with it, and that matters. But somewhere around 2024, I realized I wasn't trying to lose weight anymore. I was trying to live longer. And MFP had absolutely nothing to offer me on that front.

That realization is what started Biohack. Not a competitive urge. Not some venture-capital pitch about disruption. Just a genuine gap between what I needed and what existed.

Calorie counting is a 1990s solution

The calorie model of nutrition goes back to Wilbur Atwater in the 1890s. He literally burned food in a calorimeter and measured heat output. That's the science your calorie counter is built on. Over a hundred years old. And while the basic thermodynamic principle holds true (energy in vs. energy out does affect body weight), it tells you almost nothing about whether you're aging well.

A 2,000-calorie day of pasta, breadsticks, and marinara and a 2,000-calorie day of salmon, sweet potatoes, kale, and walnuts look identical in MyFitnessPal. We walked through this exact problem in our case study on why tracking macros misses the point. Same number. Same green checkmark. But the biological outcomes could not be more different. One is almost entirely refined carbohydrates with minimal micronutrient value. The other delivers Omega-3s, Vitamin A, magnesium, polyphenols, and fiber that your cells actually need to repair themselves.

Bruce Ames's triage theory (2006) suggests your body prioritizes short-term survival over long-term cellular maintenance when micronutrients are scarce, meaning you can hit your calorie goal every day and still be accelerating aging.

What MyFitnessPal does well

Credit where it's due. MFP built the largest food database in the world. Over 14 million foods, barcode scanning that actually works, and a community of users who hold each other accountable. The macro tracking is solid. If your goal is hitting 150g of protein or staying under 2,200 calories, MFP will get you there. It pioneered the idea that logging your food changes your behavior, and the research backs that up. A 2019 study in Obesity found that consistent food logging, regardless of the app, correlated with significantly more weight loss.

I don't want to pretend otherwise. MFP solved a real problem for a lot of people.

But weight loss and longevity are not the same goal. Sometimes they overlap. Often they don't.

What calorie counters fundamentally cannot do

Here's where the gap gets serious. MyFitnessPal tracks four things well: calories, protein, carbs, and fat. Some premium versions add fiber and a few vitamins. But the micronutrient data is crowdsourced, often incomplete, and not validated against clinical databases like USDA FoodData Central.

More importantly, MFP has no concept of longevity impact. It can't tell you that your Omega-3 to Omega-6 ratio is 1:18 (when research suggests aiming for 1:4 or better). It can't flag that you haven't eaten a meaningful source of polyphenols in three days. It doesn't know that your magnesium intake has been below the RDA for two weeks straight.

These aren't edge cases. A 2012 study published in BMC Medicine by Veronica Mocanu and colleagues found that over 50% of adults in developed countries are deficient in at least one critical micronutrient. Calorie counters simply weren't built to catch this. They were built for energy balance, and they do that job. But energy balance is table stakes for health. It's the floor, not the ceiling.

The moment we decided to build something different

I remember the exact meal. A bowl of lentils, kale, sardines, and olive oil with turmeric. I logged it in MyFitnessPal. The app told me: 487 calories, 32g protein, 18g fat, 52g carbs. Fine. Accurate, probably. But completely useless for what I actually wanted to know.

That meal was packed with sulforaphane precursors from the kale, EPA and DHA from the sardines, curcumin from the turmeric, and soluble fiber from the lentils. It had meaningful amounts of magnesium, selenium, zinc, andVitamin K2. From a longevity perspective, this was one of the best meals I'd eaten all month. And the app just... didn't care.

That's when I started sketching out what became Biohack. Not a replacement for MFP. A different category entirely. An app that scores meals based on how they affect your healthspan, not just your waistline.

23 nutrients vs. 4: what gets measured gets managed

Biohack tracks 23 nutrients that peer-reviewed research links to longevity outcomes. Things like:

  • Omega-3 fatty acids (EPA + DHA), tied to cardiovascular and cognitive health
  • Polyphenols, shown to reduce oxidative stress in studies like the PREDIMED trial (2013)
  • Magnesium, involved in over 300 enzymatic reactions and chronically under-consumed
  • Selenium and zinc, essential for immune function and DNA repair
  • Fiber, consistently linked to lower all-cause mortality in meta-analyses
  • Vitamin D, Vitamin K2, folate, iron, potassium, and more

We pull nutrient data from USDA FoodData Central and cross-reference it with our own ingredient classification system. When you log a meal in Biohack, you don't just get calories. You get a longevity score from 0 to 10 and a breakdown showing exactly which nutrients that meal delivered and where you're falling short.

Peter Drucker's old line gets quoted too much, but it's true here: what gets measured gets managed. If your app only measures calories, you'll optimize for calories. If it measures the nutrients that actually predict healthspan, you'll start eating differently without even trying.

The AI coaching difference

The other thing MFP can't do is connect the dots across your meals. It shows you a daily summary, maybe a weekly chart. But it never says, "You've been low on Omega-3s for five days. Here are three meals that would fix that." It never notices that your polyphenol intake drops every weekend. It doesn't learn your patterns and adapt.

Biohack's AI coach does exactly this. It looks at your nutrient history, identifies gaps, and gives you specific, actionable recommendations. Not generic advice like "eat more vegetables." Actual suggestions tied to your data. If you're consistently low on magnesium, it'll tell you that pumpkin seeds, dark chocolate, and spinach are your fastest path to fixing it. If your Omega-3 ratio is off, it'll recommend sardines or mackerel over generic "fish" suggestions.

This isn't a chatbot pasted on top of a food diary. The coaching is built into the scoring system. Every meal you log makes the recommendations more precise.

Different tools for different goals

I genuinely think MFP is the right choice for someone whose primary goal is weight loss through calorie management. It's proven, it's mature, and it has the largest food database out there. If that's your focus, use it.

But if you're past the weight-loss phase. If you're thinking about healthspan, about how you'll feel at 70, about whether you're giving your body the raw materials it needs to repair and maintain itself over decades. Then you need a different tool. You need something that understands nutrition beyond energy balance.

That's why we built Biohack. Not because MyFitnessPal is bad. Because the question we're trying to answer is fundamentally different. MFP asks, "Did you stay within your calorie budget?" We ask, "Did this meal help you live longer?"

Those two questions lead to very different plates.

If you're curious what your meals actually score for longevity, Biohack is free on the App Store. No subscriptions, no paywalls on core features. Just log a meal and see what your food is really doing for you.

Frequently Asked Questions

What is the difference between Biohack and MyFitnessPal?

MyFitnessPal tracks calories and macros (protein, carbs, fat) and is designed primarily for weight management. Biohack tracks 23 longevity-relevant nutrients including omega-3s, magnesium, polyphenols, and vitamin K2, and scores each meal from 0 to 10 based on its impact on healthy aging. They answer fundamentally different questions: MFP asks if you stayed in your calorie budget, while Biohack asks if your meal helps you live longer.

Does MyFitnessPal track micronutrients?

MyFitnessPal shows a few vitamins in its premium version, but the micronutrient data is crowdsourced and often incomplete. Most user-submitted entries only include calories and macros, leaving micronutrient fields blank. It cannot track longevity-specific nutrients like polyphenols, vitamin K2, or your omega-6 to omega-3 ratio, which require clinical-grade food composition databases.

What is a longevity score?

A longevity score is a single number from 0 to 10 that rates how well a meal supports long-term health at the cellular level. It is based on the nutrient density of 23 nutrients linked to lifespan in peer-reviewed research, weighted by evidence strength and deficiency prevalence. Simple meals like lentil soup with greens and olive oil consistently outscore conventional "healthy" meals like chicken, rice, and broccoli.

Track your longevity nutrients with Biohack

Every meal scored for longevity. 23 nutrients tracked. AI coaching that helps you eat to live longer.

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