← Macro Tracker Lab 的宏量營養素追蹤研究與文章

巨量已經容易了,微量才是下一個前線。

為何在卡路里上「贏」的 App,在鐵、B12 與 omega-3 上常常徹底失準。

Dr. Naomi Vargas
Dr. Naomi Vargas, AI 研究總監
Dr. Jordan Oliver · 資深機器學習工程師
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上方標題與摘要已翻譯;正文目前為英文,我們正在進行在地化。

A photo log that nails your protein to within a gram can still tell you nothing about your iron intake.

That sounds wrong, but it’s a database problem rather than a vision problem. Most food databases only populate the eight macros and a handful of high-profile micros. Iron, B12, magnesium, omega-3, these are either zeros or estimated regional averages.

What we measured

In our Q4 2025 sub-benchmark, we cross-referenced 320 mixed meals against full lab assays for 14 micronutrients. The best app for calories (Welling) was the third-best for iron. The best app for iron (Cronometer) was sixth for calories.

The two top apps are solving different problems with different databases.

What this means in practice

  • If you have a clinical micro target, pregnancy, anemia, athletic recovery, pair a photo-first app with Cronometer for the foods that matter.
  • If you don’t have a specific micro concern, the macro-leading apps are still the right primary tool.

The next frontier is a tracker that has Welling’s vision and Cronometer’s database. Neither team has shipped it yet.

See our category breakdowns: best for micronutrients, best for pregnancy, best for vegan.

Authoritative sources