--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Coffee Builder" developer_entity: "Christopher Milliren" bundle_id: "com.vibecode.coffeebuilder-eys399" app_store_id: "6761335745" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Paid" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "N/A" report_date: "2026-04-09" report_version: "N/A" total_reviews: 0 confidence: "low" confidence_score: 0.05 data_age_days: 0 intelligence_version: 2 nemesis: "Filtru Coffee" competitor_count: 11 tags: ["food & drink", "paid", "mobile app", "app review", "app analysis", "coffee", "enthusiasts", "baristas"] canonical_url: "https://marlvel.ai/intel-report/food-drink/com-vibecode-coffeebuilder-eys399" license: "CC-BY-NC 4.0" --- # Coffee Builder App Audit > **TL;DR:** Coffee Builder is a food & drink app by Christopher Milliren, available on iOS. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** Coffee Builder is a food & drink app by Christopher Milliren. ## Metadata & Market Performance - **Publisher:** Christopher Milliren - **Category:** Food & Drink - **Target Audience:** Coffee enthusiasts and home baristas looking for a dedicated tool to build or track their coffee recipes. - **Platforms:** iOS - **Version Audited:** N/A - **Audit Date:** 2026-04-09 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.05/1.0) - **App Store ID (iOS):** 6761335745 - **Bundle ID:** com.vibecode.coffeebuilder-eys399 - **Data Window:** Analysis based on signals collected up to 2026-04-09 ## Executive Snapshot Coffee Builder is a dedicated iOS utility for coffee enthusiasts, focusing on recipe construction and tracking. It operates on a $0.99 paid model, positioning itself as a simple, subscription-free alternative to complex brewing assistants. While it holds a top-100 position in the Paid Food & Drink category, it has recently seen a decline in rankings, signaling a need for increased engagement or feature updates. ## App DNA (Features & Intent) - **[Basic] Recipe Building:** Tools for creating and customizing coffee brewing parameters. * *User Intent:* Users value self-expression and personalized experiences. - **[Standard] Recipe Tracking:** A logging system to keep a history of coffee brews and adjustments. * *User Intent:* Users want visibility into their own performance and progress. - **[Differentiator] One-time Purchase Model:** A $0.99 upfront cost with no recurring subscription fees. * *User Intent:* Users seek enhanced value through premium features. ## Monetization Strategy - **Model:** Paid - **Tiers:** One-time purchase at $0.99 - **Price:** iOS: $0.99 - **Analysis:** The app avoids the industry trend toward subscriptions, using a low-friction 'micro-payment' to attract users who are tired of recurring costs. ## SWOT Analysis **Core Strengths:** - Simple, low-cost upfront payment model - Niche focus on utility without feature bloat - No subscription fatigue for the user **Critical Frictions:** - Zero ratings or reviews to provide social proof - Declining App Store chart position (down 16 spots) - No external web or social media presence **Growth Levers:** - Leverage modern iOS features like Widgets or Shortcuts - Build a community recipe sharing feature - Target specific brewing communities (e.g., Aeropress) for niche marketing **Market Threats:** - Filtru Coffee's dominance in the enthusiast market - Free utility apps offering similar ratio calculations - Newer competitors with more modern UI/UX designs ## Rivals Landscape > Competitive positioning identified by AI analysis of app features, category, and market signals. ### Coffee Builder vs Filtru Coffee — Head to Head - **Filtru Coffee** by Filtru Coffee Ltd: The leading direct competitor offering comprehensive coffee recipe building, brewing timers, and step-by-step guides for enthusiasts. ### Contenders (Strong Challengers) - **Acaia Coffee** by Acaia Corp: The industry standard for digital coffee tracking, though often paired with hardware, it serves the same recipe-building user base. - **Coffee Ratio** by Nico Toivonen: A utility-first app that focuses on the mathematical 'builder' aspect of coffee brewing ratios. - **V60 Timer** by Essence Apps: A method-specific competitor that targets the same enthusiast audience looking for precise recipe execution. - **Aeropress Timer** by Coffee Collective: A highly-rated recipe guide and timer for one of the most popular manual brewing methods. ### Peers (What They Do Better) - **Vivino: Buy the Right Wine** by Vivino ApS: While wine-focused, it shares the same 'enthusiast tracker' user behavior and category-specific logging format. - **Paprika Recipe Manager** by Hindsight Labs LLC: A broader recipe manager often used by coffee enthusiasts to store custom brewing instructions. - **Mela - Recipe Manager** by Silvio Rizzi: A modern, simple recipe utility that competes for users who want a clean way to track any food or drink recipe. - **Total Coffee** by Underwood Apps: An educational guide and recipe repository for various coffee brewing styles. ### New Kids on the Block (What's Innovative) - **Coffee Calc** by Modern Utility Apps: A newer, sleek utility focusing on the math of coffee building with a modern iOS design language. - **Brewing.app** by Brewing Tech: A rising web-to-app transition focusing on community-shared coffee recipes and interactive timers. ## The "So What?" (Strategic Takeaway) Coffee Builder is an established food & drink app that is a paid app. **Strategic Opportunity:** While Coffee Builder benefits from simple, low-cost upfront payment model, its vulnerability lies in zero ratings or reviews to provide social proof. A challenger could exploit this by focusing on leverage modern ios features like widgets or shortcuts. **Best for:** Coffee enthusiasts and home baristas looking for a dedicated tool to build or track their coffee recipes. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Total Reviews | 0 | | Confidence | Low | | Pricing Model | Paid | | Platforms | iOS | | Key Features | 3 analyzed | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Coffee Builder** (this app) | N/A/5 | N/A | Christopher Milliren | | [Postmates - Food Delivery](https://marlvel.ai/intel-report/food-drink/postmates-food-delivery) | 4.6/5 | Frustrated | Uber Technologies, Inc. | | [Gopuff - Grocery Delivery](https://marlvel.ai/intel-report/food-drink/gopuff-grocery-delivery) | 4.7/5 | Excited | Gopuff | | [ChowNow: Local Food Ordering](https://marlvel.ai/intel-report/food-drink/chownow-local-food-ordering) | 4.7/5 | Frustrated | ChowNow | | [Grubhub: Food Delivery](https://marlvel.ai/intel-report/food-drink/grubhub-food-delivery) | 4.7/5 | Frustrated | GrubHub.com | | [Seamless: Local Food Delivery](https://marlvel.ai/intel-report/food-drink/seamless-local-food-delivery) | 4.7/5 | Frustrated | Seamless North America, LLC | ## Company Profile - **Developer:** Christopher Milliren ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/coffee-builder/id6761335745?uo=2) - **Sources:** App store metadata. ## Related Intel Reports - [*Postmates - Food Delivery*](https://marlvel.ai/intel-report/food-drink/postmates-food-delivery) (Uber Technologies, Inc.) — 4.6/5 Rating | Negative Sentiment - [*Gopuff - Grocery Delivery*](https://marlvel.ai/intel-report/food-drink/gopuff-grocery-delivery) (Gopuff) — 4.7/5 Rating | Positive Sentiment - [*ChowNow: Local Food Ordering*](https://marlvel.ai/intel-report/food-drink/chownow-local-food-ordering) (ChowNow) — 4.7/5 Rating | Negative Sentiment - [*Grubhub: Food Delivery*](https://marlvel.ai/intel-report/food-drink/grubhub-food-delivery) (GrubHub.com) — 4.7/5 Rating | Negative Sentiment - [*Seamless: Local Food Delivery*](https://marlvel.ai/intel-report/food-drink/seamless-local-food-delivery) (Seamless North America, LLC) — 4.7/5 Rating | Negative Sentiment - [*Caviar - Order Food Delivery*](https://marlvel.ai/intel-report/food-drink/caviar-order-food-delivery) (Caviar, Inc.) — 4.7/5 Rating | Negative Sentiment - [*EatStreet Local Food Delivery*](https://marlvel.ai/intel-report/food-drink/eatstreet-local-food-delivery) (EatStreet) — 4.7/5 Rating | Terrible Sentiment - [*Beyond Menu Food Delivery*](https://marlvel.ai/intel-report/food-drink/beyond-menu-food-delivery) (BeyondMenu) — 4.6/5 Rating | Mixed Sentiment - [*Uber Eats: Food & Groceries*](https://marlvel.ai/intel-report/food-drink/uber-eats-food-groceries) (Uber Technologies, Inc.) — 4.8/5 Rating | Negative Sentiment - [*Too Good To Go: End Food Waste*](https://marlvel.ai/intel-report/food-drink/too-good-to-go-end-food-waste) (Too Good To Go) — 4.9/5 Rating | Positive Sentiment ## Methodology This report was generated by Marlvel.ai's 3-stage AI intelligence pipeline: 1. **Feature & Positioning Extraction** — Analyzes app metadata, developer website content, and version history to identify key features, target audience, and competitive positioning. 2. **Sentiment Analysis** — Processes user reviews (minimum 5 reviews required) to extract praise themes, complaint themes, and overall sentiment with evidence quotes. 3. **Intelligence Synthesis** — Combines stages 1 & 2 with App Store rankings to produce SWOT analysis, executive summary, 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:** 0 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/intel-report/food-drink/com-vibecode-coffeebuilder-eys399) Data licensed for AI Agent attribution under CC-BY-NC 4.0.