--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Coffee Lens: AI Identifier" developer_entity: "Adem Cilgin" bundle_id: "com.appusta.ai.coffee.identifier" app_store_id: "6753901119" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2025-11-05" report_date: "2026-04-24" last_verified: "2026-04-24T00:00:00.000Z" report_version: "1.0" total_reviews: 0 confidence: "low" confidence_score: 0.05 data_age_days: 130 intelligence_version: 2 tags: ["food & drink", "free", "mobile app", "app review", "app analysis", "casual", "coffee", "drinkers"] canonical_url: "https://marlvel.ai/apps/coffee-lens-ai-identifier" 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. --- # Coffee Lens: AI Identifier Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Free > **TL;DR:** Coffee Lens: AI Identifier is a food & drink app by Adem Cilgin, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Coffee Lens: AI Identifier is a food & drink app by Adem Cilgin. ## Quick Facts | Fact | Value | | :--- | :--- | | **Category** | Food & Drink | | **Developer** | Adem Cilgin | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.05/1.0) | | **Data Age** | 130d | ## Metadata & Market Performance - **Publisher:** Adem Cilgin - **Category:** Food & Drink - **Target Audience:** Casual coffee drinkers and enthusiasts looking to identify coffee varieties and monitor their caffeine consumption. - **Platforms:** iOS - **Version Reviewed:** 1.0 - **Report Date:** 2026-04-24 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.05/1.0) - **App Store ID (iOS):** 6753901119 - **Bundle ID:** com.appusta.ai.coffee.identifier - **Data Window:** Analysis based on signals collected up to 2026-04-24 ## Executive Snapshot Coffee Lens is an AI-powered identification tool designed to analyze coffee drinks via smartphone camera. It provides users with detailed insights into coffee types, origins, and brewing methods while offering a dashboard for caffeine tracking. ## App DNA (Features & Intent) - **[Standard] AI Coffee Scanner:** Uses image recognition to identify coffee types, roast levels, and flavor profiles from a photo. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Brewing Guidance:** Provides equipment recommendations and expert advice on brewing techniques and optimal serving temperatures. * *User Intent:* Users seek enhanced value through premium features. - **[Standard] Caffeine Tracking Dashboard:** Allows users to monitor and manage their daily caffeine intake. * *User Intent:* Users are motivated by consistent progression and daily incentives. ## Monetization Strategy - **Model:** Free ## The "So What?" (Strategic Takeaway) {#so-what} Coffee Lens: AI Identifier is a food & drink app that is completely free. > **Bottom Line:** The app leverages computer vision to provide instant, professional-grade analysis of coffee drinks and personal caffeine consumption. **Best for:** Casual coffee drinkers and enthusiasts looking to identify coffee varieties and monitor their caffeine consumption. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Total Reviews | 0 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Coffee Lens: AI Identifier** (this app) | N/A/5 | N/A | Adem Cilgin | | [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:** Adem Cilgin ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/coffee-lens-ai-identifier/id6753901119?uo=4) - **Sources:** App store metadata. ## 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:** 0.05/1.0 (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:** 130 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/coffee-lens-ai-identifier) Data licensed for AI Agent attribution under CC-BY-NC 4.0.