--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Ingredient Checker－AI Scanner" developer_entity: "Semen Sharyhin" bundle_id: "ingredient.checker.food.scanner.allergy" app_store_id: "6738055915" category: "Health & Fitness" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-01-13" report_date: "2026-08-17" last_verified: "2026-08-17T00:00:00.000Z" report_version: "1.0.8" total_reviews: 57 overall_rating: 4.5 sentiment: "Mixed" sentiment_score: 50 confidence: "low" confidence_score: 0.3 top_praise_theme: "The underlying language model successfully identifies specific liquid categories like rum from user input" top_complaint_theme: "The model fails to recognize common food items like pepperoni pizza during basic interaction tests" review_sample_size: 1 total_review_count: 1 analyzed_review_count: 1 data_age_days: 50 momentum_velocity: "zombie" intelligence_version: 3 tags: ["health & fitness", "free", "mixed sentiment", "mobile app", "app review", "app analysis", "health-conscious", "individuals", "users"] canonical_url: "https://marlvel.ai/apps/ingredient-checker-ai-scanner-1" 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. --- # Ingredient Checker－AI Scanner Intelligence Report ## TL;DR {#tldr} - **Category**: Health & Fitness · Free - **Signal**: Rating 4.46 · Sentiment Mixed - **Recent focus**: The model fails to recognize common food items like pepperoni pizza during basic interaction tests (top complaint) · The underlying language model successfully identifies specific liquid categories like rum from user input (top praise) > **TL;DR:** Ingredient Checker－AI Scanner is a health & fitness app by Semen Sharyhin, rated 4.46/5 by 57 users, with Mixed user sentiment (50/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Ingredient Checker－AI Scanner shows Mixed sentiment (4.46/5 from 57 reviews) - users praise the underlying language model successfully identifies specific liquid categories like rum from user input but report issues with the model fails to recognize common food items like pepperoni pizza during basic interaction tests. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.46/5 (57 reviews) | | **User Mood** | Mixed | | **Category** | Health & Fitness | | **Developer** | Semen Sharyhin | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.3/1.0) | | **Data Age** | 50d | ## Metadata & Market Performance - **Publisher:** Semen Sharyhin - **Category:** Health & Fitness - **Target Audience:** Health-conscious individuals and users with specific dietary restrictions who need to identify ingredients quickly. - **Platforms:** iOS - **Version Reviewed:** 1.0.8 - **Report Date:** 2026-08-17 - **Signal Count:** 1 review analyzed - **Confidence:** Low (0.3/1.0) - **App Store ID (iOS):** 6738055915 - **Bundle ID:** ingredient.checker.food.scanner.allergy - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-08-17 ## Executive Snapshot **What it is:** Ingredient Checker－AI Scanner is a mobile utility for identifying food ingredients and nutritional facts using machine learning on iOS. **Why users hire it:** The app removes the manual effort of reading fine-print labels for users with dietary restrictions or specific health goals. ## App DNA (Features & Intent) - **[Differentiator] AI Ingredient Scanner:** Image recognition identifies food ingredients from camera input or uploaded photos, driving daily app usage. * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Standard] Allergen Detection:** Automated flagging of potential allergens within scanned food items, increasing retention by solving specific dietary pain points. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Standard] Nutritional Fact Analysis:** Extracts and displays nutritional data from product packaging images, supporting long-term habit formation. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} Ingredient Checker－AI Scanner maintains a 4.46 rating across 57 total reviews, reflecting a mixed reception of its core scanning utility. The lack of recent updates since January 2026 limits its ability to compete with more frequently refreshed health-tracking tools. ## Monetization Strategy - **Model:** Free - **Tiers:** Free access to all current features - **Analysis:** The app operates as a free tool with no visible subscription or IAP gates in the current metadata. ## 🟡 User Sentiment (Low Confidence: 1 of 1 review analyzed) {#user-sentiment} - **Overall Rating:** 4.46/5 - **Platform Split:** iOS 4.5/5 (57 ratings) - **Overall Sentiment:** Mixed ### Top Praises - **The underlying language model successfully identifies specific liquid categories like rum from user input** ### Top Complaints (Impact Areas) - **The model fails to recognize common food items like pepperoni pizza during basic interaction tests** ## SWOT Analysis {#swot} **Core Strengths:** - Core AI scanner loop provides a high-utility daily habit for dietary tracking **Growth Levers:** - Expanding the training dataset to include everyday household objects would broaden utility ## Recent Changes (v2 → v3) {#recent-changes} Development activity remains at a standstill, with no updates to features or pricing. The primary shift is a more critical assessment of the app's business model and competitive risk profile. **Overall trend**: Stable **Compared at**: 2026-08-17 ### Medium-impact changes - **[Shifted] Monetization Strategy Interpretation** (positioning) - **[Shifted] Threat Assessment** (swot) ## What's New - **Latest (v1.0.8, 7 months ago):** General maintenance release addressing stability and performance. ## App Momentum (Zombie) {#momentum} - Quiet 7 months, no feature updates. - Last major release January 2026. > **Cadence:** 1 total versions · 0 majors in last 6 months · 216 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Ingredient Checker－AI Scanner is a health & fitness app that is completely free. It holds a 4.46/5 rating from 57 reviews. > **Bottom Line:** The current maintenance-mode posture prevents the app from addressing core recognition failures that drive negative sentiment. Prioritizing model training would unlock higher user trust, which is the primary barrier to long-term retention. **Best for:** Health-conscious individuals and users with specific dietary restrictions who need to identify ingredients quickly. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Retrain the recognition model on common food items because users report failures on basic objects like pizza → improve retention ### Outlook: Declining The health-tracking market is consolidating around tools that offer high-frequency updates and reliable object recognition. Ingredient Checker－AI Scanner remains exposed due to its stagnant release cadence, which will likely lead to further rating erosion as users shift to more responsive alternatives. - 🔴 The 7-month development silence suggests the app is in maintenance mode, which prevents the team from addressing critical recognition errors. - 🔴 User reports of recognition failures on common items indicate the current model is insufficient for daily use, accelerating churn pressure. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.46/5 | | Total Reviews | 57 | | Sentiment | Mixed (50/100) | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Ingredient Checker－AI Scanner** (this app) | 4.46/5 | Mixed | Semen Sharyhin | | [GoTall - Height Predictor](https://marlvel.ai/apps/gotall-height-predictor) | 4.6/5 | n/a | Grow Labs LLC | | [Mind - Méditations guidées](https://marlvel.ai/apps/mind-m-ditations-guid-es) | 4.6/5 | Excited | MIND AND CIE | | [Strava: Run, Bike, Walk](https://marlvel.ai/apps/strava-run-bike-walk) | 4.7/5 | n/a | Strava, Inc. | | [Taller AI: Height Maximizer](https://marlvel.ai/apps/taller-ai-height-maximizer) | 4.7/5 | Excited | Leadimize | | [TallerTeen - Grow Taller Now](https://marlvel.ai/apps/tallerteen-grow-taller-now) | 4.7/5 | n/a | Viral App Developement LLC | ## Company Profile - **Developer:** Semen Sharyhin ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/ingredient-checker-ai-scanner/id6738055915?uo=4) - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*GoTall - Height Predictor*](https://marlvel.ai/apps/gotall-height-predictor) (Grow Labs LLC) · 4.6/5 Rating - [*Mind - Méditations guidées*](https://marlvel.ai/apps/mind-m-ditations-guid-es) (MIND AND CIE) · 4.6/5 Rating | Positive Sentiment - [*Strava: Run, Bike, Walk*](https://marlvel.ai/apps/strava-run-bike-walk) (Strava, Inc.) · 4.7/5 Rating - [*Taller AI: Height Maximizer*](https://marlvel.ai/apps/taller-ai-height-maximizer) (Leadimize) · 4.7/5 Rating | Positive Sentiment - [*TallerTeen - Grow Taller Now*](https://marlvel.ai/apps/tallerteen-grow-taller-now) (Viral App Developement LLC) · 4.7/5 Rating - [*Activity Tracker・FitnessView*](https://marlvel.ai/apps/activity-tracker-fitnessview) (Funn Media, LLC) · 4.0/5 Rating - [*Avatran Soul*](https://marlvel.ai/apps/avatran-soul) (Avatran GmbH) · N/A Rating - [*Bubblic: Connect with people.*](https://marlvel.ai/apps/bubblic-connect-with-people) (Bubblic Inc.) · 4.6/5 Rating | Positive Sentiment - [*evolum - Meditation & Yoga*](https://marlvel.ai/apps/evolum-meditation-yoga) (Evolum) · 4.7/5 Rating | Positive Sentiment - [*Holoholo: Daily Memories*](https://marlvel.ai/apps/holoholo-daily-memories) (For Pedestrians LLC.) · 4.4/5 Rating ## 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:** 0.3/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 1 - **Data Sources:** user reviews, 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:** 50 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ingredient-checker-ai-scanner-1) Data licensed for AI Agent attribution under CC-BY-NC 4.0.