← Penyelidikan dan artikel penjejakan makro daripada Macro Tracker Lab

Makro sudah mudah. Mikro adalah sempadan seterusnya.

Mengapa aplikasi yang "menang" pada kalori sering tersasar sepenuhnya pada zat besi, B12 dan omega-3.

Dr. Naomi Vargas
Dr. Naomi Vargas, Pengarah Penyelidikan AI
Dr. Jordan Oliver · Jurutera ML Kanan
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Tajuk dan ringkasan di atas telah diterjemah; teks penuh artikel kekal dalam bahasa Inggeris sementara kami melokalkan badannya.

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