| Core Identity |
| Developer | State of Michigan - Department of Technology, Management and Budget | CDPH | AIBY | GCOM Software Inc | Solutran, Inc. | AIBY | ALWAYS FIT SUPLEMENTOS ALIMENTICIOS LTDA | Vitamin Packs, Inc. | SuperLiving: Weight Loss, Skin, Hair, Gut & Stress | First Phorm |
| Category | Health & Fitness | Education | Lifestyle | Education | Health & Fitness | Health & Fitness | Health & Fitness | Health & Fitness | Health & Fitness | Health & Fitness |
| Platform | Android, iOS | Android, iOS | iOS | iOS | iOS, Android | iOS | iOS, Android | iOS, Android | iOS, Android | iOS, Android |
| Store Metrics |
| Rating | 1.3 / 5 | 4.9 / 5 | 4.6 / 5 | 2.8 / 5 | 4.3 / 5 | 4.7 / 5 | 5.0 / 5 | 3.4 / 5 | 4.9 / 5 | 4.3 / 5 |
| Ratings Count | 462 | 69,101 | 232 | 33 | 2,816 | 2,170 | 5 | 127 | 50 | 2,203 |
| Price | Free | Free | Free | Free | Free | Free | Free | Free | Free | Free |
| Release Date | Jan 22, 2018 | May 31, 2019 | Oct 21, 2025 | Nov 5, 2025 | Apr 26, 2017 | Jan 17, 2025 | Jun 3, 2025 | Aug 19, 2018 | Feb 3, 2025 | Mar 25, 2019 |
| Last Updated | Apr 17, 2025 | Apr 13, 2026 | Dec 23, 2025 | Mar 18, 2026 | May 5, 2026 | May 19, 2026 | May 14, 2026 | Feb 20, 2026 | May 19, 2026 | May 12, 2026 |
| Sentiment & Reviews |
| Sentiment | - | positive | negative | mixed | - | negative | - | negative | - | positive |
| Score | - | 85/100 | 25/100 | 50/100 | - | 25/100 | - | 35/100 | - | 75/100 |
| Praises | - | - | - Visualizing supplement ingredients via photo capture provides clarity for health-conscious users
- Cost-saving potential by identifying ineffective or overpriced supplement products
| - | - | - Fast scanning functionality provides quick nutritional insights for users tracking their daily food intake
- Allergen detection capabilities offer peace of mind for individuals managing specific dietary restrictions
| - | - Personalized vitamin packs provide a convenient and cost-effective alternative to purchasing individual supplement bottles
| - | - Personalized advisor coaching provides essential accountability and motivation for long-term fitness transformation goals
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| Complaints | - | - | - Aggressive paywall implementation prevents access to core supplement scanning features
- Inaccurate supplement database results lead to frequent product not found errors
| | - | - Database coverage gaps cause frequent scan failures for common grocery and supplement products
- Aggressive subscription paywalls immediately following download frustrate users who want to test functionality
| - | - Navigation regressions post-update make managing subscriptions and changing shipping dates difficult for long-term users
| - | - Technical instability and UI regressions following recent updates disrupt daily food logging and workout tracking
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| Requests | - | - | - | - | - | - | - | - Apple Health integration would allow for automated tracking of daily vitamin consumption
| - | - Improved food logging functionality including favoriting items and saving custom recipes for faster entry
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| Strategic Intel |
| Strengths | - Official state-verified eligibility data provides authoritative status that third-party apps cannot replicate.
| - Official state-sanctioned status drives high trust among program participants
- Direct integration with government-verified benefit data provides a unique utility barrier
| - Specialized evidence-based scoring model for supplements
- Photo-first UX optimized for label reading
| - Government-backed trust provides high-intent user base
- Program-specific compliance ensures accurate WIC-approved item lists
| - Patented Guiding Stars nutrition rating system provides an objective, science-backed filter for grocery shopping
- B2B distribution model secures a captive, pre-qualified user base
| - AI-driven meal photo analysis provides a modern interaction layer
- Automated allergen flagging serves a high-intent, niche user segment
| - | - Subscriber-exclusive coaching increases switching costs via human-expert integration
- Personalized vitamin packs provide clear value-add over individual supplement purchases
| - | - Human-led coaching model creates high switching costs through personalized accountability
- Transformation challenges drive long-term retention via gamified quarterly competition
- All-in-one platform integration reduces user reliance on fragmented fitness tools
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| Weaknesses | - 1.3★ iOS rating reflects severe technical instability and UI regressions that prevent consistent usage.
| - 0.9★ Android-iOS rating gap indicates poor performance on the Android base
- Lack of allergen detection limits utility for high-risk families
| - High failure rate of scanner database
- Restrictive paywall blocks core utility for free users
| - 2.8-star rating indicates poor UI stability
- Manual scanning process lacks AI-driven automation
| - 0.9★ Android-iOS rating gap signals significant parity issues on the Android build
- Lack of integrated appointment management forces users to switch apps for benefit-related tasks
| - High scan-failure rate due to database gaps
- Aggressive paywall conversion strategy
- 44-review sample size limits social proof
| - | - 3.37 rating on iOS indicates severe friction post-update
- Persistent login failures force re-authentication during every interaction
| - | - Technical instability following recent updates disrupts core daily logging habits
- UI regressions increase tap-depth for basic tracking tasks
- Inconsistent notification behavior prevents timely engagement with advisor messages
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| Pricing | free | free | subscription | free | free | subscription | free | subscription | subscription | subscription |
| Momentum | Maintenance | Maintenance | Maintenance | Maintenance | Maintenance | Maintenance | Intense | Maintenance | Intense | Steady |
| Update Cadence | 5 versions, 2 majors/6mo, ~140d avg | 5 versions, 4 majors/6mo, ~64d avg | 1 versions, 1 majors/6mo | 1 versions | 2 versions, ~1d avg | 2 versions, ~63d avg | 5 versions | 2 versions, ~0d avg | 5 versions | 5 versions, 1 majors/6mo, ~14d avg |
