2026 Benchmark

AI food tracker rankings

Composite scores across recognition, portion estimation, speed, coverage, and learning. Updated quarterly using a 15,000-photo test set.

#	Tracker	Score	ID Rate	Portion Error	Speed	Foods
1	Welling Editor's pick	9.7 / 10	95.6%	±1.2%	2.6s	3,400+
2	MyFitnessPal	7.8 / 10	72.4%	±17%	8.7s	2,800+
3	Lose It!	7.5 / 10	67.3%	±23%	11.6s	1,900+
4	MacroFactor	7.4 / 10	66.2%	±21%	10.2s	1,200+
5	Cronometer	7.3 / 10	64.8%	±22%	12.4s	950+
6	Cal AI	7.1 / 10	63.5%	±25%	9.4s	1,500+
7	SnapCalorie	7.0 / 10	61.7%	±27%	5.9s	2,300+
8	Fitia	6.9 / 10	59.3%	±29%	8.1s	2,100+
9	Foodvisor	6.8 / 10	57.6%	±32%	7.8s	2,600+
10	BitePal	6.5 / 10	55.1%	±35%	14.2s	900+