--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Food Allergy Scanner - Bokha" developer_entity: "Alexandre Grisey" bundle_id: "com.gsy.scallergy" app_store_id: "1628130548" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-08-29" report_date: "2026-09-04" last_verified: "2026-09-04T00:00:00.000Z" report_version: "3.0.0" total_reviews: 1187 overall_rating: 4.6 sentiment: "Mixed" sentiment_score: 45 confidence: "high" confidence_score: 0.8 top_praise_theme: "The core allergen scanning functionality provides life-saving utility for users managing severe dietary restrictions" top_complaint_theme: "The allergen database lacks coverage for common and rare food items, rendering the app ineffective" review_sample_size: 51 total_review_count: 51 analyzed_review_count: 51 data_age_days: 35 momentum_velocity: "active" intelligence_version: 3 tags: ["food & drink", "freemium", "mixed sentiment", "mobile app", "app review", "app analysis", "individuals", "families", "managing"] canonical_url: "https://marlvel.ai/apps/food-allergy-scanner-bokha" 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. --- # Food Allergy Scanner - Bokha Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Freemium - **Signal**: Rating 4.6 · Sentiment Mixed - **Recent focus**: The allergen database lacks coverage for common and rare food items, rendering the app ineffective (top complaint) · The core allergen scanning functionality provides life-saving utility for users managing severe dietary restrictions (top praise) > **TL;DR:** Food Allergy Scanner - Bokha is a food & drink app by Alexandre Grisey, rated 4.6/5 by 1.2K users, with Mixed user sentiment (45/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Food Allergy Scanner - Bokha shows Mixed sentiment (4.6/5 from 1.2K reviews) - users praise the core allergen scanning functionality provides life-saving utility for users managing severe dietary restrictions but report issues with the allergen database lacks coverage for common and rare food items, rendering the app ineffective. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.6/5 (1.2K reviews) | | **User Mood** | Mixed | | **Category** | Food & Drink | | **Developer** | Alexandre Grisey | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | High (0.8/1.0) | | **Data Age** | 35d | ## Metadata & Market Performance - **Publisher:** Alexandre Grisey - **Category:** Food & Drink - **Target Audience:** Individuals and families managing food allergies or dietary restrictions who need quick ingredient verification while grocery shopping. - **Platforms:** iOS & Android - **Version Reviewed:** 3.0.0 - **Report Date:** 2026-09-04 - **Signal Count:** 51 reviews analyzed - **Confidence:** High (0.8/1.0) - **App Store ID (iOS):** 1628130548 - **Bundle ID:** com.gsy.scallergy - **Google Play ID:** com.gsy.scallergy - **Performance Trend:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-09-04 ## Executive Snapshot **What it is:** Food Allergy Scanner - Bokha is a barcode-scanning utility for identifying allergens in food products, available on iOS and Android. **Why users hire it:** The app removes the cognitive load of reading ingredient labels in grocery aisles by automating allergen detection for multiple users. ## App DNA (Features & Intent) - **[Standard] Barcode Scanner:** Camera-based lookup against Open Food Facts database. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Bulk Scan Mode:** Continuous scanning for multiple products without interruption. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Multiple User Profiles:** Customized allergen detection settings for different individuals. * *User Intent:* Users value self-expression and personalized experiences. ## Market Position {#market-position} Food Allergy Scanner - Bokha maintains a 4.7-star rating across 1,187 total store ratings, positioning it as a high-utility tool in the health category. The reliance on a collaborative database creates a performance gap compared to proprietary medical-grade scanners. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with basic scanning, Premium tier for unlimited scanning, bulk mode, profiles, and history - **Analysis:** The freemium model uses feature-gating on utility tools like bulk scanning and history to drive IAP conversion. ## 🟡 User Sentiment (High Confidence: 51 of 51 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.6/5 - **Platform Split:** iOS 4.7/5 (48 ratings) | Android 4.6/5 (1.1K ratings) - **Overall Sentiment:** Mixed ### Top Praises - **The core allergen scanning functionality provides life-saving utility for users managing severe dietary restrictions** - **The user interface design is clean and accessible for individuals navigating their dietary needs** ### Top Complaints (Impact Areas) - **The allergen database lacks coverage for common and rare food items, rendering the app ineffective** ## SWOT Analysis {#swot} **Core Strengths:** - Bulk scanning mode reduces grocery aisle friction - Multiple user profiles support household dietary management **Growth Levers:** - Crowdsourced database expansion would address missing allergen coverage - Onboarding flow adjustment would remove rating-prompt friction ## Recent Changes (v2 → v3) {#recent-changes} The developer has shifted from a feature-driven development cycle to a defensive posture, prioritizing core scanning accuracy over UI polish in response to persistent user complaints regarding data reliability. **Overall trend**: Mixed **Compared at**: 2026-09-04 ### High-impact changes - **[Added] Formalized Competitive Threats** (swot) - **[Shifted] Development Priority Pivot** (features) ### Medium-impact changes - **[Shifted] Market Positioning Context** (positioning) ## What's New - **Latest (v3.0.0, 1 weeks ago):** Introduced user profiles, allowing for personalized accounts within the app. ## App Momentum (Active) {#momentum} - Shipped profile management feature. - Ships ~2 releases per month. > **Cadence:** 2 total versions · 1 majors in last 6 months · 7 days since last update · 9 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} Food Allergy Scanner - Bokha is a food & drink app that is free with in-app purchases. With a 4.6/5 rating from 1.2K reviews, it shows mixed user reception. > **Bottom Line:** Food Allergy Scanner - Bokha provides high-utility features like bulk scanning, but the core scanning accuracy is failing to meet user expectations. Improving the reliability of allergen detection is the only way to retain users who currently distrust the results. **Best for:** Individuals and families managing food allergies or dietary restrictions who need quick ingredient verification while grocery shopping. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Audit scanning logic because users report missing allergens in products → improve trust ### Outlook: Mixed Users report: The health utility market is moving toward higher data precision, and Food Allergy Scanner - Bokha is currently exposed by its reliance on external database accuracy. If the developer does not improve the scanning logic, the app will struggle to retain users who require reliable, life-saving information. - 🔴 Inaccurate scanning results erode user trust, which compounds the churn pressure already visible in the recent review sample. - 🟢 The latest release introduced profile management, showing that the developer is actively shipping features to address household shopping needs. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.6/5 | | Total Reviews | 1.2K | | Sentiment | Mixed (45/100) | | Confidence | High | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Mixed | | Outlook | Mixed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Food Allergy Scanner - Bokha** (this app) | 4.6/5 | Mixed | Alexandre Grisey | | [Beyond Menu Food Delivery](https://marlvel.ai/apps/beyond-menu-food-delivery) | 4.6/5 | N/A | BeyondMenu | | [Caviar - Order Food Delivery](https://marlvel.ai/apps/caviar-order-food-delivery) | 4.6/5 | n/a | Caviar, Inc. | | [ChowNow: Local Food Ordering](https://marlvel.ai/apps/chownow-local-food-ordering) | 4.7/5 | n/a | ChowNow | | [Dairy Queen® Food & Treats](https://marlvel.ai/apps/dairy-queen-food-treats) | 4.4/5 | n/a | International Dairy Queen, Inc. | | [EatStreet Local Food Delivery](https://marlvel.ai/apps/eatstreet-local-food-delivery) | 4.7/5 | n/a | EatStreet | ## Company Profile - **Developer:** Alexandre Grisey - **Website:** [https://bokha.app](https://bokha.app) - **Social:** [X/Twitter](https://twitter.com/nomalex_) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/food-allergy-scanner-bokha/id1628130548?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.gsy.scallergy&hl=en&gl=us) - **Dev Site:** [Official Website](https://bokha.app) - **Sources:** Developer website content, About us / company information, App store metadata, User reviews. ## Related Intel Reports - [*Beyond Menu Food Delivery*](https://marlvel.ai/apps/beyond-menu-food-delivery) (BeyondMenu) · 4.6/5 Rating - [*Caviar - Order Food Delivery*](https://marlvel.ai/apps/caviar-order-food-delivery) (Caviar, Inc.) · 4.6/5 Rating - [*ChowNow: Local Food Ordering*](https://marlvel.ai/apps/chownow-local-food-ordering) (ChowNow) · 4.7/5 Rating - [*Dairy Queen® Food & Treats*](https://marlvel.ai/apps/dairy-queen-food-treats) (International Dairy Queen, Inc.) · 4.4/5 Rating - [*EatStreet Local Food Delivery*](https://marlvel.ai/apps/eatstreet-local-food-delivery) (EatStreet) · 4.7/5 Rating - [*Gopuff - Grocery Delivery*](https://marlvel.ai/apps/gopuff-grocery-delivery) (Gopuff) · 4.7/5 Rating - [*Grubhub: Food Delivery*](https://marlvel.ai/apps/grubhub-food-delivery) (GrubHub.com) · 4.7/5 Rating - [*Instacart: Groceries & Food*](https://marlvel.ai/apps/instacart-groceries-food) (Maplebear Inc) · 4.8/5 Rating - [*Postmates - Food Delivery*](https://marlvel.ai/apps/postmates-food-delivery) (Uber Technologies, Inc.) · 4.6/5 Rating - [*Seamless: Local Food Delivery*](https://marlvel.ai/apps/seamless-local-food-delivery) (Seamless North America, LLC) · 4.7/5 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:** 0.8/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 51 - **Data Sources:** user reviews, developer website, company about page, 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:** 35 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/food-allergy-scanner-bokha) Data licensed for AI Agent attribution under CC-BY-NC 4.0.