Verdict

Photo Calorie: AI Food Scanner scores 5.6 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 Trackers — Users who prefer taking photos over manual data entry.. It is a weak fit for Data Purists — Users requiring precise, clinical-grade nutritional tracking..

Who it is for

Visual Trackers — Users who prefer taking photos over manual data entry. Impulse Managers — Individuals needing help with food cravings and app-based distractions.

Price

Monthly: $5.99.

Yearly: $19.99.

Trial: No free trial explicitly mentioned in store data..

What the feature record says

Photo logging is marked available. Quality: good. Coverage: strong. Usefulness: high. Primary feature; uses photo scanning for macro/calorie estimation. Evidence noted: description screenshots

Text logging is marked available. Quality: good. Coverage: moderate. Usefulness: high. Allows manual text entry for meal logging. Evidence noted: description screenshots

Macro tracking is marked available. Quality: good. Coverage: strong. Usefulness: high. Tracks carbs, protein, and fiber. Evidence noted: description screenshots

Workout tracking is marked available. Quality: good. Coverage: moderate. Usefulness: medium. Includes a lift tracker for reps and sets. Evidence noted: description

Fasting is marked available. Quality: good. Coverage: moderate. Usefulness: high. Includes a built-in intermittent fasting timer. Evidence noted: description

Accuracy focus is marked available. Quality: fair. Coverage: moderate. Usefulness: medium. AI estimates can be off; manual editing is required. Evidence noted: description reviews

Review themes

Users appreciate the simplicity of the AI food scanning and the motivational aspect of the app's design. Frequent, aggressive subscription prompts and difficulty in resetting caloric intake settings are common pain points.

Liked: AI Food Scanning (4 mentions). Users find the photo-based calorie logging simple and effective.

Liked: Ease of Use (3 mentions). The interface is described as simple and motivating.

Disliked: Aggressive Upselling (2 mentions). Users report constant, intrusive prompts to subscribe upon opening the app.

Disliked: Settings Reset Issues (1 mentions). Difficulty in modifying daily caloric intake targets without reinstalling the app.

Scores

Overall 5.6/10. Confidence on the record is 0.51.

Accuracy: 5.5/10. Quality rating of the accuracy feature (5 if unknown).

Pricing value: 8.7/10. 10 - annualised price $19.99/15 (+0.5 if free trial).

Ease of use: 9/10. 5 + 5 x best quality of fast-logging features (AI image/text/audio, barcode).

Feature depth: 5.9/10. Quality-weighted share of tracked features available (excellent 1.0 .. poor 0.2), x1.6, capped at 10.

Beginner friendliness: 9.4/10. 60% easeOfUse + 40% beginner skill-level fit.

User feedback: 6.7/10. Bayesian rating 4.40 (iOS 4.63x83 + Play 0.00x0, prior 4.3x200) + review stars sentiment +0.56 over 9 reviews.

Maintenance: 5.6/10. Last release 73 days ago (half-life 90d, 70%) + median 26 days between releases (30%).

Traction: 3.2/10. log10 of 83 total ratings (iOS+Play), 1M ratings = 10.

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

Who should skip it

Skip Photo Calorie: AI Food Scanner if you need Data Purists — Users requiring precise, clinical-grade nutritional tracking.; Free-Tier Users — Those who find frequent subscription prompts disruptive to their workflow..