Rankings › Calorie Mama

Rank #5 of 7

Calorie Mama Review

Built specifically around AI photo recognition — but middle-of-the-road accuracy and no coaching layer leave it behind purpose-built competitors.

Rank #5 of 7 – 2026 Benchmark

Calorie Mama

One of the earliest AI-first food trackers — photo recognition is its core feature. Faster than most cloud-based competitors, but accuracy lags and there's no AI coaching or chat logging.

7.0
/ 10 Overall

Performance Breakdown

Recognition Accuracy
6.2/10
Portion Estimation
4.8/10
Processing Speed
7.4/10
Category Coverage
7.8/10
Learning & Adaptation
5.5/10
⬇ App Store ⬇ Google Play

App Highlights

ID Rate
62.3%
Portion MAPE
±28.5%
Median Speed
6.1s
Food Categories
2,200+
AI Coaching
No
Chat Logging
No
Offline Support
No
Platforms
iOS + Android
Strengths

Where Calorie Mama Excels

⚡

Faster Than Most Cloud Apps

6.1s median speed ranks second only to Welling — noticeably faster than MyFitnessPal, Lose It!, and Samsung Health.

🎯

AI-First Design

Photo recognition is the primary UX — no manual database searching required for supported foods.

🍱

Asian Cuisine Coverage

Above-average performance on East Asian foods — a niche strength compared to primarily Western-trained competitors.

📱

Clean Interface

Minimal, photo-first UI with less clutter than MyFitnessPal or Lose It! — easier onboarding for casual users.

Verdict

Pros & Cons

✓ Pros

  • ✓ Second-fastest processing at 6.1s
  • ✓ Photo-first UX with clean interface
  • ✓ Good East Asian cuisine coverage

✗ Cons

  • ✗ 62.3% ID rate — misses 1-in-3 meals
  • ✗ ±28.5% MAPE — large portion errors
  • ✗ No AI coaching or chat-based logging
  • ✗ No offline support
FAQ

Calorie Mama FAQ

How does Calorie Mama compare to Welling?▼
Welling leads on every accuracy metric: 32 percentage points higher ID rate (94.3% vs 62.3%), 19× more accurate portion estimation (±1.5% vs ±28.5%), and 2.3× faster processing. Calorie Mama has no chat-based logging or AI coaching. For accurate AI calorie tracking, Welling is the stronger choice.
Does Calorie Mama work for international food?▼
Better than most US-centric competitors for East Asian dishes. However, its 2,200+ category database is still limited for Middle Eastern, African, and Southeast Asian cuisines compared to Welling's global database.