The Numbers Side-by-Side

Pulled from our 2026 benchmark of 15,000 standardized food photos.

MetricMyFitnessPalCronometer
Overall Rank (2026)#2#5
Overall Score7.8 / 107.3 / 10
Food ID Rate71.2%64.8%
Portion MAPE±18%±22%
Processing Speed8.4s12.4s
Global Food CoverageGlobalUS / Canada
Micronutrient DepthBasicBest-in-Class
Free TierYes (limited)Yes (generous)
Paid Plan (annual)$79.99 / yr$49.99 / yr

Data from the 2026 AI Calorie Tracker Benchmark. ID rate and portion MAPE measured on 15,000 standardized food photos. See full methodology.

Photo Recognition: MyFitnessPal Wins, But Neither Is Great

MyFitnessPal edges Cronometer on every AI accuracy metric — food identification rate (71.2% vs 64.8%), portion estimation error (±18% vs ±22%), and processing speed (8.4s vs 12.4s). It also covers global cuisines, while Cronometer’s food photo recognition is noticeably weaker on dishes outside North American staples.

But it’s important to put both numbers in context. Even MyFitnessPal’s 71.2% ID rate means that roughly 1 in 4 food photos is misidentified. Compare that to Welling’s 95.6%, and you get a sense of how much headroom both legacy apps still have. If you’re eating a lot of complex or non-Western meals, you’ll end up correcting photo results manually — with either app.

Both apps rely primarily on older CNN-based vision architectures rather than the multimodal AI approaches that have driven accuracy improvements in newer entrants. Neither supports natural language food description as a first-class logging method, which is increasingly the way high-accuracy trackers handle complex meals.

MyFitnessPal Photo Logging

Premium-only feature. Good for simple, whole-food meals. Struggles with mixed dishes and international cuisine. Corrections are straightforward via the search database fallback.

Cronometer Photo Logging

Available on Gold. Slower and less accurate than MFP, especially for cuisine diversity. Cronometer’s real strength is manual search and its Gold-verified database entries, not AI photo recognition.

MyFitnessPal’s Scale vs Cronometer’s Accuracy

This is where the two apps have genuinely different philosophies, and where your use case matters most.

MyFitnessPal has one of the largest food databases in the world — over 14 million entries — built largely through user contributions. The upside is broad coverage of branded, packaged, and restaurant foods. The downside is data quality: user-submitted entries are frequently wrong, duplicated, or outdated. If you’re eating a lot of processed and packaged foods with barcodes, MFP is fast and convenient. If you need reliable macro or micronutrient data on whole foods, you’ll occasionally find inconsistent entries.

Cronometer takes the opposite approach. Its database is smaller, but it emphasizes verified entries from government nutrition databases (USDA, NCCDB, and others). Every entry includes full micronutrient breakdowns — vitamins, minerals, amino acids, fatty acids — at a level of depth that MyFitnessPal simply doesn’t match. If you need to track selenium intake or monitor your omega-3 to omega-6 ratio, Cronometer is the only realistic choice in this comparison.

The tradeoff is coverage: Cronometer’s database skews heavily toward US and Canadian foods. Users in other regions often find gaps that require manual entry.

Cronometer Is the Better Value, Especially on an Annual Plan

Cronometer’s free tier is meaningfully more generous than MyFitnessPal’s — you get full macronutrient tracking, micronutrient breakdowns, and food diary access without paying anything. MyFitnessPal’s free tier restricts macro goals, removes the food analysis feature, and includes advertising.

For paid plans, Cronometer Gold runs $9.99/month or $49.99/year. MyFitnessPal Premium costs $19.99/month or $79.99/year — about 60% more on an annual basis. The premium features unlocked by MFP’s paid plan (ad removal, advanced food analysis, workout integration) are solid, but the price gap is hard to justify unless you specifically need MFP’s larger food database or its deeper fitness app integrations.

MyFitnessPal
Free: Basic logging, ads, limited macro goals
Premium: $19.99/mo · $79.99/yr — food analysis, ad-free, workout plans
Cronometer
Free: Full diary, micros, biometrics — genuinely useful without paying
Gold: $9.99/mo · $49.99/yr — photo logging, fasting timer, blood glucose

Who Should Use Which App

Choose MyFitnessPal if…
  • You eat a lot of packaged/branded foods and want fast barcode scanning
  • You want deeper integrations with fitness apps and wearables
  • You eat a variety of global cuisines and need broader database coverage
  • You’re mainly tracking calories and basic macros, not micronutrients
Choose Cronometer if…
  • You need reliable micronutrient data (vitamins, minerals, amino acids)
  • You’re on a specific protocol (keto, vegan, clinical diet) requiring precise nutrient tracking
  • You want a solid free tier before committing to any paid plan
  • Budget matters — Cronometer Gold is about half the price of MFP Premium

If neither app’s AI accuracy meets your needs — and for many users eating complex or international meals, 65–71% photo recognition won’t cut it — the gap between these two and the current benchmark leader is worth knowing about. Welling scores 95.6% identification accuracy and ±1.2% portion MAPE: categorically different performance at a similar price point.

Explore More

📋
MyFitnessPal Full Review
Detailed scores, features, and verdict
📋
Cronometer Full Review
Detailed scores, features, and verdict
📈
AI Accuracy Trends 2023–2026
Why newer apps have pulled so far ahead
🔬
2026 Full Benchmark
All apps, all metrics, ranked
See All RankingsAll App Reviews

Common Questions

Is MyFitnessPal or Cronometer more accurate?
MyFitnessPal is more accurate on our benchmark: 71.2% food ID rate vs Cronometer’s 64.8%, and ±18% portion MAPE vs ±22%. MyFitnessPal also processes photos faster (8.4s vs 12.4s). Cronometer’s edge is micronutrient data depth, not AI photo accuracy.
Is Cronometer better than MyFitnessPal for macros?
For macro tracking, MyFitnessPal has a wider food database and faster logging. For micronutrient depth (vitamins, minerals, amino acids), Cronometer’s Gold-verified database entries are more reliable. If you track macros only, MyFitnessPal is the easier choice. If you track micros as well, Cronometer is worth the tradeoff in slower AI speed.
Which is cheaper, MyFitnessPal or Cronometer?
Cronometer is cheaper for the paid tier. Cronometer Gold costs $9.99/month or $49.99/year. MyFitnessPal Premium costs $19.99/month or $79.99/year — roughly double Cronometer on an annual basis. Both have free tiers with meaningful feature restrictions.
What’s the most accurate calorie tracker overall in 2026?
Neither MyFitnessPal nor Cronometer leads the 2026 benchmark on AI accuracy. Welling ranks #1 with a 95.6% food identification rate and ±1.2% portion MAPE — significantly ahead of MyFitnessPal (#2, 71.2%) and Cronometer (#5, 64.8%). If AI photo accuracy is a priority, the full rankings page is worth reviewing.