--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "crunchy tomatoes menu scanner" developer_entity: "Coda Labs Incorporated" bundle_id: "com.codalabs.crunchytomatoes" app_store_id: "6502670307" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2024-07-10" report_date: "2026-05-02" report_version: "1.03" total_reviews: 2 overall_rating: 5 confidence: "low" confidence_score: 0.05 data_age_days: 61 momentum_velocity: "zombie" intelligence_version: 3 tags: ["food & drink", "free", "mobile app", "app review", "app analysis", "diners", "seeking", "personalized"] canonical_url: "https://marlvel.ai/apps/crunchy-tomatoes-menu-scanner" license: "CC-BY-NC 4.0" content_version: "v2" last_verified: "2026-05-02T09:57:12.374Z" --- # crunchy tomatoes menu scanner App Audit ## TL;DR {#tldr} - **Category**: Food & Drink · Free - **Signal**: Rating 5 > **TL;DR:** crunchy tomatoes menu scanner is a food & drink app by Coda Labs Incorporated, rated 5/5 by 2 users, available on iOS. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** crunchy tomatoes menu scanner is a food & drink app by Coda Labs Incorporated. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (2 reviews) | | **Category** | Food & Drink | | **Developer** | Coda Labs Incorporated | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.05/1.0) | | **Data Age** | 61d | ## Metadata & Market Performance - **Publisher:** Coda Labs Incorporated - **Category:** Food & Drink - **Target Audience:** Diners seeking personalized restaurant recommendations who experience decision fatigue or have specific dietary requirements. - **Platforms:** iOS - **Version Audited:** 1.03 - **Audit Date:** 2026-05-02 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.05/1.0) - **App Store ID (iOS):** 6502670307 - **Bundle ID:** com.codalabs.crunchytomatoes - **Data Window:** Analysis based on signals collected up to 2026-05-02 ## Executive Snapshot Crunchy Tomatoes is a menu scanning tool that provides personalized dining recommendations based on user flavor preferences, dietary restrictions, and food allergies. The app aims to reduce decision fatigue, positioning itself as a helpful utility for neurodivergent users or those who struggle with menu selection. ## App DNA (Features & Intent) - **[Standard] Menu Scanner:** Uses image scanning technology to analyze restaurant menus and suggest dishes. - **[Standard] Personalized Recommendations:** Tailors suggestions based on individual flavor profiles, dietary restrictions, and food allergies. * *User Intent:* Users value self-expression and personalized experiences. - **[Standard] Feedback Loop:** Allows users to rate dishes to refine and improve future recommendation accuracy. * *User Intent:* Users seek enhanced value through premium features. ## Monetization Strategy - **Model:** Free ## App Momentum (Zombie) {#momentum} Last updated 660d ago. 3 versions tracked. > **Cadence:** 3 total versions · 0 majors in last 6 months · 660 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} crunchy tomatoes menu scanner is an established food & drink app that is completely free. With a 5/5 rating from 2 reviews, it shows polarized user reception. > **Bottom Line:** The app functions as a decision-support tool designed to simplify the dining experience by filtering menu options against personal health and taste criteria. **Best for:** Diners seeking personalized restaurant recommendations who experience decision fatigue or have specific dietary requirements. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 2 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **crunchy tomatoes menu scanner** (this app) | 5/5 | N/A | Coda Labs Incorporated | | [Instacart: Groceries & Food](https://marlvel.ai/apps/instacart-groceries-food) | 4.8/5 | Frustrated | Maplebear Inc | | [ChowNow: Local Food Ordering](https://marlvel.ai/apps/chownow-local-food-ordering) | 4.7/5 | Frustrated | ChowNow | | [Seamless: Local Food Delivery](https://marlvel.ai/apps/seamless-local-food-delivery) | 4.7/5 | Frustrated | Seamless North America, LLC | | [Uber Eats: Food & Groceries](https://marlvel.ai/apps/uber-eats-food-groceries) | 4.8/5 | Frustrated | Uber Technologies, Inc. | | [Gopuff - Grocery Delivery](https://marlvel.ai/apps/gopuff-grocery-delivery) | 4.7/5 | Excited | Gopuff | ## Company Profile - **Developer:** Coda Labs Incorporated ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/crunchy-tomatoes-menu-scanner/id6502670307?uo=4) - **Sources:** App store metadata. ## Related Intel Reports - [*Instacart: Groceries & Food*](https://marlvel.ai/apps/instacart-groceries-food) (Maplebear Inc) — 4.8/5 Rating | Negative Sentiment - [*ChowNow: Local Food Ordering*](https://marlvel.ai/apps/chownow-local-food-ordering) (ChowNow) — 4.7/5 Rating | Negative Sentiment - [*Seamless: Local Food Delivery*](https://marlvel.ai/apps/seamless-local-food-delivery) (Seamless North America, LLC) — 4.7/5 Rating | Negative Sentiment - [*Uber Eats: Food & Groceries*](https://marlvel.ai/apps/uber-eats-food-groceries) (Uber Technologies, Inc.) — 4.8/5 Rating | Negative Sentiment - [*Gopuff - Grocery Delivery*](https://marlvel.ai/apps/gopuff-grocery-delivery) (Gopuff) — 4.7/5 Rating | Positive Sentiment - [*Dairy Queen® Food & Treats*](https://marlvel.ai/apps/dairy-queen-food-treats) (International Dairy Queen, Inc.) — 4.5/5 Rating | Negative Sentiment - [*Beyond Menu Food Delivery*](https://marlvel.ai/apps/beyond-menu-food-delivery) (BeyondMenu) — 4.6/5 Rating | Mixed Sentiment - [*Caviar - Order Food Delivery*](https://marlvel.ai/apps/caviar-order-food-delivery) (Caviar, Inc.) — 4.7/5 Rating | Negative Sentiment - [*EatStreet Local Food Delivery*](https://marlvel.ai/apps/eatstreet-local-food-delivery) (EatStreet) — 4.7/5 Rating | Terrible Sentiment - [*Too Good To Go: End Food Waste*](https://marlvel.ai/apps/too-good-to-go-end-food-waste) (Too Good To Go) — 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 and evidence quoting. 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:** 0.05/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 61 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/crunchy-tomatoes-menu-scanner) Data licensed for AI Agent attribution under CC-BY-NC 4.0.