Verdict

CalDiet - Food Analysis Pal scores 6.4 out of 10 in this guide. Method healthier-v1: weighted blend of 9 data-derived sub-scores; see scoring.md. The record files it for Visual Learners — Users who benefit from visual tracking of progress, meal photos, and dashboard charts.. It is a weak fit for Precision Trackers — Users requiring highly accurate calorie, macro, and serving size calculations for strict dietary adherence..

Who it is for

Visual Learners — Users who benefit from visual tracking of progress, meal photos, and dashboard charts. Fasting Enthusiasts — Individuals looking for a dedicated tool to track intermittent fasting schedules and progress. AI-Curious Dieters — Those interested in experimenting with AI-powered photo logging for food, despite reported accuracy issues.

Price

Monthly: $9.99.

Yearly: $19.99.

Weekly: $6.99.

Trial: Multiple free trial options are offered, including 1-week and 1-year durations, with varying prices upon conversion..

What the feature record says

Photo logging is marked available. Quality: poor. Coverage: strong. Usefulness: low. Core feature for meal analysis from photos, but user reviews indicate significant inaccuracy in calorie and serving size detection. Evidence noted: description screenshots

Apple Health is marked available. Quality: good. Coverage: strong. Usefulness: high. Integrates with Apple Health to read and write active energy, dietary energy, weight, and steps. Evidence noted: web

Macro tracking is marked available. Quality: poor. Coverage: strong. Usefulness: low. Tracks carbs, fat, protein, fiber, sodium, sugar. However, accuracy issues reported in reviews for overall calorie counts likely extend to macros. Evidence noted: description screenshots

Micronutrients is marked available. Quality: poor. Coverage: moderate. Usefulness: low. Provides details for cholesterol, vitamins D, C, A, calcium, iron, potassium. Accuracy is questionable given general food analysis issues. Evidence noted: description screenshots

Water tracking is marked available. Quality: good. Coverage: moderate. Usefulness: medium. Web research indicates water intake tracking and widgets are available. Evidence noted: web

Fasting is marked available. Quality: good. Coverage: strong. Usefulness: high. Includes a feature to track intermittent fasting progress with customizable plans like 16+8. Evidence noted: description screenshots

Review themes

The app's description highlights its ambition to provide AI-powered food analysis, personalized meal plans, and comprehensive health data visualization to simplify diet management. User reviews consistently report critical inaccuracies in calorie and serving size calculations, dysfunctional barcode scanning, and bugs preventing correct data editing. There are also complaints regarding unexpected subscription charges.

Disliked: Calorie calculation inaccuracy (4 mentions). Users report significant inaccuracies in calorie counts, discrepancies in 'calories left', and overblown exercise calorie burn figures.

Disliked: Limited serving size input (3 mentions). The app offers insufficient granularity for serving sizes (e.g., no specific percentages, incorrect gram/ounce conversions) making accurate logging difficult.

Disliked: Barcode scanning failures (2 mentions). Barcode scanning often fails or incorrectly logs entire packages instead of per-serving amounts.

Scores

Overall 6.4/10. Confidence on the record is 0.85.

Accuracy: 2/10. Quality rating of the accuracy feature (5 if unknown).

Pricing value: 9.2/10. 10 - annualised price $19.99/15 (+0.5 if free trial).

Ease of use: 6/10. 5 + 5 x best quality of fast-logging features (AI image/text/audio, barcode).

Feature depth: 5.3/10. Quality-weighted share of tracked features available (excellent 1.0 .. poor 0.2), x1.6, capped at 10.

Beginner friendliness: 7.6/10. 60% easeOfUse + 40% beginner skill-level fit.

User feedback: 9.5/10. Bayesian rating 4.82 (iOS 4.82x42205 + Play 0.00x0, prior 4.3x200) + review stars sentiment +0.20 over 20 reviews.

Maintenance: 8.4/10. Last release 16 days ago (half-life 90d, 70%) + median 11 days between releases (30%).

Traction: 7.7/10. log10 of 42205 total ratings (iOS+Play), 1M ratings = 10.

Coachability: 0/10. Best quality of aiCoach / coachConnection features.

Who should skip it

Skip CalDiet - Food Analysis Pal if you need Precision Trackers — Users requiring highly accurate calorie, macro, and serving size calculations for strict dietary adherence.; Barcode Reliant Shoppers — Individuals who depend on reliable barcode scanning for quick and accurate food logging.; Budget-Conscious Users — Those wary of unexpected subscription charges or who prioritize value for money in a fitness app..