Vulnerability: 89/100 | 433 reviews | Calorie Counter
Cal AI suffers from three compounding failures: dangerously low calorie recommendations (240-550 cal/day) that border on medically irresponsible, AI photo recognition that misidentifies baked oatmeal as ground beef and is wrong 'over 50% of the time,' and a predatory billing model with 3-day trials that charge users despite cancellation. The Family Plan is broken at the invite link, double-charges are common, and customer support is unreachable — this is a viral TikTok-marketed app collapsing under its own scale.
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Recent foods quick-add list (undefined demand)
Direct weight entry from '+' button (undefined demand)
Accurate barcode nutrition data (undefined demand)
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The top complaint is: undefined (undefined severity, undefined% frequency). Our analysis covers 5+ distinct patterns.
Cal AI - Calorie Tracker has a vulnerability score of 89/100 — significant gaps ripe for disruption.
Users request: Recent foods quick-add list, Direct weight entry from '+' button, Accurate barcode nutrition data. Full report has 5+ requests.
We analyzed 433 negative reviews (1-3 stars) from the iOS App Store.
The full report includes 5+ prioritized recommendations with differentiators.