--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Healthy Food Scanner - OnFork" developer_entity: "AIBY" bundle_id: "com.aiby.NutritionAssistant" app_store_id: "6702020365" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Subscription" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-05-19" report_date: "2026-07-30" last_verified: "2026-07-30T00:00:00.000Z" report_version: "2.11" total_reviews: 2170 overall_rating: 4.7 sentiment: "Frustrated" sentiment_score: 25 confidence: "medium" confidence_score: 0.6 top_praise_theme: "The ingredient scanning feature provides quick and helpful insights for users managing specific dietary restrictions" top_complaint_theme: "The product database fails to recognize common items, rendering the core scanning functionality ineffective for many" review_sample_size: 44 total_review_count: 44 analyzed_review_count: 44 data_age_days: 17 momentum_velocity: "maintenance" intelligence_version: 4 nemesis: "California WIC App" competitor_count: 11 tags: ["health & fitness", "subscription", "frustrated sentiment", "mobile app", "app review", "app analysis", "health-conscious", "individuals", "shoppers"] canonical_url: "https://marlvel.ai/apps/healthy-food-scanner-onfork" license: "CC-BY-NC 4.0" content_version: "v2" --- ## ⚠ Content Warning This report covers topics classified as sensitive (health). Information is aggregated from public sources for informational purposes only. This is not medical advice. Consult a qualified professional before acting on any information here. --- # Healthy Food Scanner - OnFork Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Subscription - **Signal**: Rating 4.72 · Sentiment Frustrated - **Recent focus**: The product database fails to recognize common items, rendering the core scanning functionality ineffective for many (top complaint) · The ingredient scanning feature provides quick and helpful insights for users managing specific dietary restrictions (top praise) > **TL;DR:** Healthy Food Scanner - OnFork is a health & fitness app by AIBY, rated 4.72/5 by 2.2K users, with Frustrated user sentiment (25/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Healthy Food Scanner - OnFork faces Frustrated user sentiment (4.72/5 from 2.2K reviews), with users reporting the product database fails to recognize common items, rendering the core scanning functionality ineffective for many as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.72/5 (2.2K reviews) | | **User Mood** | Frustrated | | **Category** | Health & Fitness | | **Developer** | AIBY | | **Pricing** | Subscription | | **Platforms** | iOS | | **Confidence** | Medium (0.6/1.0) | | **Data Age** | 17d | ## Metadata & Market Performance - **Publisher:** AIBY - **Category:** Health & Fitness - **Target Audience:** Health-conscious individuals and shoppers looking to manage dietary restrictions, track macros, or improve eating habits. - **Platforms:** iOS - **Version Reviewed:** 2.11 - **Report Date:** 2026-07-30 - **Signal Count:** 44 reviews analyzed - **Confidence:** Medium (0.6/1.0) - **App Store ID (iOS):** 6702020365 - **Bundle ID:** com.aiby.NutritionAssistant - **Performance Trend:** Declining - **Data Window:** Analysis based on signals collected up to 2026-07-30 ## Executive Snapshot **What it is:** OnFork is a nutrition-tracking app for iOS that uses AI to scan food items and identify allergens or additives. **Why users hire it:** Users want to identify hidden ingredients and allergens in packaged foods without manually reading labels, but the current database coverage forces them to seek alternatives. ## App DNA (Features & Intent) - **[Standard] Food Scanner:** Analyzes food items, barcodes, or entire meals to identify allergens, additives, and nutritional data; expands ad-impression inventory for free-tier users. - **[Differentiator] AI Food Coach:** Provides science-backed nutrition answers and personalized recipe ideas; direct paid-conversion lever for premium users. * *User Intent:* Users value self-expression and personalized experiences. - **[Differentiator] Allergen Detection:** Flags scanned products containing user-defined allergens; increases retention by solving specific dietary pain points. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} OnFork operates in the Health & Fitness category, currently maintaining a 4.72 rating across 2,170 total ratings. The lack of database depth relative to the premium subscription price creates a value-proposition gap that limits its ability to compete with free, government-backed alternatives. ## Monetization Strategy - **Model:** Subscription - **Tiers:** Free tier with limited access, Premium subscription for unlimited access - **Analysis:** Freemium model gating advanced analysis and AI coaching behind an auto-renewing subscription. ## 🔴 User Sentiment (Medium Confidence: 44 of 44 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.72/5 - **Platform Split:** iOS 4.7/5 (2.2K ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.72/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **The ingredient scanning feature provides quick and helpful insights for users managing specific dietary restrictions** - **The visual interface for scanning meals allows users to track their diet without manual entry** ### Top Complaints (Impact Areas) - **The product database fails to recognize common items, rendering the core scanning functionality ineffective for many** ## SWOT Analysis {#swot} **Core Strengths:** - Modern, intuitive UI facilitates rapid meal tracking - AI-powered coaching provides personalized dietary guidance **Growth Levers:** - Expand database coverage to include common supplement brands - Implement transparent trial-to-subscription conversion flows ## Recent Changes (v3 → v4) {#recent-changes} The competitive landscape now centers on differentiating from government-backed scanners, while user sentiment has worsened due to specific, unaddressed gaps in supplement data coverage. **Overall trend**: Declining **Compared at**: 2026-07-30 ### High-impact changes - **[Shifted] Competitive Focus Pivot** (positioning) ### Medium-impact changes - **[] New Supplement Data Complaint** (sentiment) - **[] Dark Mode Integration** (features) ## Rivals Landscape {#rivals} > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Healthy Food Scanner - OnFork vs California WIC App - **[California WIC App](https://marlvel.ai/apps/california-wic-app)** by CDPH: This app dominates the barcode scanning and nutrition verification space for government-subsidized users, creating a massive barrier to entry for OnFork in the public health sector. - **Key differences:** - Deep integration with state-level benefit systems provides users with real-time financial balance and eligibility data. - Massive user base and government backing create an insurmountable trust advantage for low-income health-conscious shoppers. - Includes critical appointment management features that keep users returning to the app beyond simple food scanning. ### Contenders (Strong Challengers) - **[Tameni](https://marlvel.ai/apps/sfda-tamini)** by SAUDI FOOD AND DRUGS AUTHORITY: Competes on the utility of product safety and health alerts, leveraging regulatory data to build user trust. - Directly integrates with national food and drug authority databases to provide official product safety alerts. - Includes a drug alternative feature that expands the app's utility beyond food into broader personal health management. - **[Olive - Holistic Food Scanner](https://marlvel.ai/apps/olive-holistic-food-scanner)** by Giga Studios, Inc: A high-growth competitor that mirrors OnFork's focus on ingredient transparency and clean-label scanning. - Features a specialized seed oil-free restaurant map, catering to a specific, highly engaged niche of health enthusiasts. - Provides lab-tested transparency reports that offer a higher level of scientific credibility than standard barcode scanners. - **[WIC Connect](https://marlvel.ai/apps/wic-connect)** by State of Michigan - Department of Technology, Management and Budget: Targets the same barcode-scanning utility demographic, though it currently suffers from poor user sentiment and low update frequency. - Provides essential clinic and store locator services that bridge the gap between digital scanning and physical access. - Offers integrated appointment management, a feature that significantly increases user retention compared to standalone scanners. - **[Healthy Savings](https://marlvel.ai/apps/healthy-savings)** by Solutran, Inc.: Competes directly on the intersection of nutrition guidance and retail savings, targeting the same budget-conscious health shopper. - Directly links nutrition ratings to instant checkout savings, creating a tangible financial incentive for healthy choices. - Uses the 'Guiding Stars' nutrition rating system, which provides a standardized, authoritative metric for food quality. ### Peers (What They Do Better) - **[Indian Weight Loss Diet](https://marlvel.ai/apps/com-iwldbyricha)** by Snatch Education (OPC)Private Limited: Addresses the same weight management pain point but focuses on educational content and lifestyle condition management. - Focuses on lifestyle condition management, providing specialized dietary advice for users with specific health-related goals. - Prioritizes long-form weight loss education, positioning the app as a knowledge resource rather than a quick-scan tool. - **[Always Fit - Viva mais](https://marlvel.ai/apps/app-alwaysfit-suplementos)** by ALWAYS FIT SUPLEMENTOS ALIMENTICIOS LTDA: Focuses on the intersection of nutrition and commerce, serving users interested in longevity and supplement tracking. - Includes integrated order tracking and purchase history, turning the app into a retail hub for health products. - Emphasizes humanized support, which builds stronger brand loyalty compared to purely algorithmic nutrition scanning apps. - **[SuperLiving: My Wellness Coach](https://marlvel.ai/apps/com-wegrow-we_grow)** by SuperLiving: Weight Loss, Skin, Hair, Gut & Stress: Shares the goal of holistic health management, utilizing AI to provide personalized diet and wellness planning. - Integrates AI-powered meal tracking with video fitness courses for a comprehensive, all-in-one wellness ecosystem approach. - Provides localized diet planning, which offers more relevant nutritional advice based on the user's specific geographic region. - **[1st Phorm](https://marlvel.ai/apps/com-firstphorm-apps)** by First Phorm: Targets the same health-conscious demographic but focuses on human-led coaching rather than automated scanning. - Offers 1-on-1 advisor support, providing a human connection that automated scanners like OnFork currently lack. - Gamifies the user experience through transformation challenges that drive long-term engagement and community building. ### New Kids on the Block (What's Innovative) - **[FitAi: Workout & Calorie Track](https://marlvel.ai/apps/com-flaggy-fitai)** by Fabian-Remus Plavat: A new competitor leveraging AI to automate nutrition tracking from photos, directly challenging OnFork's manual scanning workflow. - Uses advanced photo-based AI tracking to eliminate the need for manual barcode scanning or ingredient searching. - **[Lens Scan: Product Scanner](https://marlvel.ai/apps/lens-scan-product-scanner)** by Ahmad Ashfaq: A new entrant using AI-driven camera technology to scan both food and cosmetics, overlapping with OnFork's core scanning utility. - Expands scanning utility to include cosmetics, capturing a wider market of health-conscious consumers beyond just food. ## What's New - **Latest (v1.1, 1 years ago):** Introduced enhanced food recognition for improved meal tracking and added a system-wide Dark mode. ## App Momentum (Maintenance) {#momentum} - Ships ~1 update every 33 days. - Refining scanner accuracy in latest release. > **Cadence:** 10 total versions · 10 majors in last 6 months · 71 days since last update · 33 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Healthy Food Scanner - OnFork is a health & fitness app. With a 4.72/5 rating from 2.2K reviews, it draws more critical themes in recent reviews than its store average suggests. > **Bottom Line:** OnFork must pivot from aggressive monetization to database reliability to survive. The current gap between advertised scanning and actual coverage drives churn, and no amount of AI coaching can compensate for a tool that fails to recognize common grocery items. **Best for:** Health-conscious individuals and shoppers looking to manage dietary restrictions, track macros, or improve eating habits. ### PM Action Plan (Next Best Moves) - [ ] [PIVOT] Audit database coverage for top-100 missing supplement brands because users report no data for supplements → reduce churn ### Feature Gaps vs Competitors - Official product safety alerts (available in Tameni but missing here) ### Outlook: Declining Users report: The health-scanner market is consolidating around tools that offer either official regulatory data or high-utility retail integration. OnFork's current maintenance-mode database coverage leaves it exposed to competitors that provide more reliable, science-backed transparency. - 🔴 The product database fails to recognize common items, which renders the core scanning functionality ineffective and drives high churn rates. - 🔴 Aggressive subscription prompts and immediate billing after trial activation frustrate users, which compounds the negative sentiment already present in the app store. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.72/5 | | Total Reviews | 2.2K | | Sentiment | Frustrated (25/100) | | Confidence | Medium | | Pricing Model | Subscription | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Declining | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Healthy Food Scanner - OnFork** (this app) | 4.72/5 | Frustrated | AIBY | | [1st Phorm](https://marlvel.ai/apps/com-firstphorm-apps) | 4.3/5 | Excited | First Phorm | | [SuperLiving: My Wellness Coach](https://marlvel.ai/apps/com-wegrow-we_grow) | 4.9/5 | N/A | SuperLiving: Weight Loss, Skin, Hair, Gut & Stress | | [Tameni](https://marlvel.ai/apps/sfda-tamini) | 4.4/5 | N/A | SAUDI FOOD AND DRUGS AUTHORITY | | [Always Fit - Viva mais](https://marlvel.ai/apps/app-alwaysfit-suplementos) | 5.0/5 | N/A | ALWAYS FIT SUPLEMENTOS ALIMENTICIOS LTDA | | [FitAi: Workout & Calorie Track](https://marlvel.ai/apps/com-flaggy-fitai) | N/A/5 | N/A | Fabian-Remus Plavat | ## Company Profile - **Developer:** AIBY - **Website:** [https://aiby.com/](https://aiby.com/) - **Social:** [Instagram](https://www.instagram.com/aibygroup) · [Facebook](https://www.facebook.com/aibygroup) · [X/Twitter](https://twitter.com/aibygroup) · [LinkedIn](https://www.linkedin.com/company/aibygroup) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/healthy-food-scanner-onfork/id6702020365?uo=4) - **Dev Site:** [Official Website](https://aiby.com/) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*1st Phorm*](https://marlvel.ai/apps/com-firstphorm-apps) (First Phorm) · 4.3/5 Rating | Positive Sentiment - [*SuperLiving: My Wellness Coach*](https://marlvel.ai/apps/com-wegrow-we_grow) (SuperLiving: Weight Loss, Skin, Hair, Gut & Stress) · 4.9/5 Rating - [*Tameni*](https://marlvel.ai/apps/sfda-tamini) (SAUDI FOOD AND DRUGS AUTHORITY) · 4.4/5 Rating - [*Always Fit - Viva mais*](https://marlvel.ai/apps/app-alwaysfit-suplementos) (ALWAYS FIT SUPLEMENTOS ALIMENTICIOS LTDA) · 5.0/5 Rating - [*FitAi: Workout & Calorie Track*](https://marlvel.ai/apps/com-flaggy-fitai) (Fabian-Remus Plavat) · N/A Rating - [*Indian Weight Loss Diet*](https://marlvel.ai/apps/com-iwldbyricha) (Snatch Education (OPC)Private Limited) · 4.7/5 Rating - [*Olive - Holistic Food Scanner*](https://marlvel.ai/apps/olive-holistic-food-scanner) (Giga Studios, Inc) · 4.8/5 Rating - [*Lens Scan: Product Scanner*](https://marlvel.ai/apps/lens-scan-product-scanner) (Ahmad Ashfaq) · N/A Rating - [*WIC Connect*](https://marlvel.ai/apps/wic-connect) (State of Michigan - Department of Technology, Management and Budget) · 1.8/5 Rating - [*California WIC App*](https://marlvel.ai/apps/california-wic-app) (CDPH) · 4.9/5 Rating | Positive Sentiment ## Methodology {#methodology} This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline: 1. **Signal Collection & Normalization** - Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps. 2. **Feature & Market Positioning Analysis** - Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks. 3. **User Sentiment Analysis** - Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes). 4. **Competitive Landscape Analysis** - Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category. 5. **Intelligence Synthesis** - Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights. - **Confidence Score:** 0.6/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 44 - **Data Sources:** user reviews, developer website, App Store metadata - **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform - **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence. - **Report Age:** 17 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/healthy-food-scanner-onfork) Data licensed for AI Agent attribution under CC-BY-NC 4.0.