| Core Identity |
| Developer | Richard DeBanks | Yuca | Foodvisor | Wombat Apps LLC | FitNow | Noom, Inc. | MyNetDiary Inc. |
| Category | Health & Fitness | Health & Fitness | Health & Fitness | Health & Fitness | Health & Fitness | Health & Fitness | Health & Fitness |
| Platform | iOS | Android, iOS | iOS, Android | iOS | Android, iOS | iOS | iOS, Android |
| Store Metrics |
| Rating | 5.0 / 5 | 4.8 / 5 | 4.6 / 5 | 4.8 / 5 | 4.8 / 5 | 4.7 / 5 | 4.8 / 5 |
| Ratings Count | 2 | 91,753 | 15,189 | 725,975 | 750,859 | 863,351 | 146,559 |
| Price | Free | Free | Free | Free | Free | Free | Free |
| Release Date | Feb 5, 2026 | Jan 9, 2017 | Feb 12, 2016 | Dec 30, 2010 | Nov 21, 2008 | May 9, 2013 | Feb 3, 2019 |
| Last Updated | Apr 17, 2026 | Mar 30, 2026 | Apr 15, 2026 | Apr 8, 2026 | Apr 29, 2026 | Apr 22, 2026 | Apr 15, 2026 |
| Sentiment & Reviews |
| Sentiment | - | positive | - | mixed | mixed | negative | - |
| Score | - | 75/100 | - | 55/100 | 35/100 | 35/100 | - |
| Praises | - | - Barcode scanning functionality provides immediate health insights for grocery shoppers in real time
- Ingredient breakdown and health scoring help users identify hidden toxins in common household products
- Alternative product recommendations assist users in making healthier purchasing decisions during their shopping trips
| - | - Macro and net carb tracking features provide essential support for users managing keto diet goals
| - Extensive food database and barcode scanning functionality support consistent long-term weight loss tracking
| - Educational daily lessons provide practical strategies for long-term weight management and healthy lifestyle changes
| - |
| Complaints | - | - Mandatory account creation requirements frustrate users who prefer immediate access without personal data sharing
- Inconsistent scoring logic between similar products leads to user distrust in the rating system
- Limited product database coverage for specific regions or niche items causes search frustration
| - | - Technical instability and blank screens following the latest update disrupt daily food logging habits
| - Aggressive paywalling of previously free features creates significant friction for long-time loyal users
| - Forced gamification features like virtual seeds distract from the core utility of food tracking
| - |
| Requests | - | - Dark mode interface requested to improve usability for users with light sensitivity issues
- Customizable filtering options for nutritional stats to align with individual dietary goals
- Expanded database coverage for non-food categories like pet products
| - | - Expanded non-keto recipe database to support users transitioning to broader healthy eating plans
| - Toggle option to disable automatic calorie bonuses when syncing with external fitness wearables
| - Customizable interface options to hide unnecessary gamification and focus on core tracking tools
| - |
| Strategic Intel |
| Strengths | - Local-only storage ensures privacy-first compliance
- On-device processing enables offline grocery scanning
| - Proprietary scoring methodology simplifies complex data for mass-market adoption
- Barcode scanner habit loop drives high daily session frequency
- Independent brand positioning builds trust against corporate-backed competitors
| - | - Specialized metabolic tracking creates high switching costs
- Community challenges drive DAU/MAU via peer-to-peer accountability
| - Massive 56M-item food database creates high user switching costs
- Editors' Choice badge across five markets sustains organic install velocity
| - Psychology-based curriculum creates high switching costs
- Clinical integration provides high-ARPU revenue stream
| - |
| Weaknesses | - AI-only analysis lacks definitive certification database accuracy
- Low market penetration with 2 total ratings
| - Mandatory account creation creates a conversion barrier for privacy-conscious users
- Scoring inconsistencies between similar products trigger user distrust
- Limited database coverage in non-European markets restricts global growth
| - | - Technical instability in the latest version erodes trust
- Subscription cancellation friction drives negative sentiment
| - Premium tier gating of legacy features drives negative sentiment
- 0.2★ Android-iOS rating gap indicates platform-specific performance regressions
| - Forced gamification elements drive negative sentiment
- Technical regressions cause data sync failures
| - |
| Pricing | free | freemium | freemium | freemium | freemium | subscription | freemium |
| Momentum | Maintenance | Maintenance | Intense | Maintenance | Active | Active | Intense |
| Update Cadence | 1 versions | 5 versions, ~17d avg | 5 versions | 2 versions, ~44d avg | 5 versions, 1 majors/6mo, ~5d avg | 5 versions, ~12d avg | 5 versions |
