--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "CoffeeIn: Coffee Guide&Scanner" developer_entity: "PIXELCELL.LIMITED" bundle_id: "com.coffeein.app" app_store_id: "6753327586" category: "Reference" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-03-26" report_date: "2026-10-06" last_verified: "2026-10-06T00:00:00.000Z" report_version: "1.0.3" total_reviews: 16 overall_rating: 4.4 sentiment: "Frustrated" sentiment_score: 25 confidence: "low" confidence_score: 0.35 top_complaint_theme: "Users report the app lacks essential unit conversion settings for weight and temperature measurements" review_sample_size: 6 total_review_count: 6 analyzed_review_count: 6 data_age_days: 40 momentum_velocity: "zombie" intelligence_version: 2 tags: ["reference", "freemium", "frustrated sentiment", "mobile app", "app review", "app analysis", "coffee", "enthusiasts", "ranging"] canonical_url: "https://marlvel.ai/apps/coffeein-coffee-guide-scanner" license: "CC-BY-NC 4.0" content_version: "v2" --- # CoffeeIn: Coffee Guide&Scanner Intelligence Report ## TL;DR {#tldr} - **Category**: Reference · Freemium - **Signal**: Rating 4.38 · Sentiment Frustrated - **Recent focus**: Users report the app lacks essential unit conversion settings for weight and temperature measurements (top complaint) > **TL;DR:** CoffeeIn: Coffee Guide&Scanner is a reference app by PIXELCELL.LIMITED, rated 4.38/5 by 16 users, with Frustrated user sentiment (25/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** CoffeeIn: Coffee Guide&Scanner faces Frustrated user sentiment (4.38/5 from 16 reviews), with users reporting users report the app lacks essential unit conversion settings for weight and temperature measurements as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.38/5 (16 reviews) | | **User Mood** | Frustrated | | **Category** | Reference | | **Developer** | PIXELCELL.LIMITED | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | Low (0.35/1.0) | | **Data Age** | 40d | ## Metadata & Market Performance - **Publisher:** PIXELCELL.LIMITED - **Category:** Reference - **Target Audience:** Home coffee enthusiasts ranging from beginners to advanced brewers looking to refine their extraction techniques and track their coffee collection. - **Platforms:** iOS - **Version Reviewed:** 1.0.3 - **Report Date:** 2026-10-06 - **Signal Count:** 6 reviews analyzed - **Confidence:** Low (0.35/1.0) - **App Store ID (iOS):** 6753327586 - **Bundle ID:** com.coffeein.app - **Data Window:** Analysis based on signals collected up to 2026-10-06 ## Executive Snapshot **What it is:** CoffeeIn is a coffee brewing guide and scanner app for home enthusiasts on iOS. **Why users hire it:** The app removes the cognitive load of manual extraction tracking by providing data-driven feedback through camera-based analysis. ## App DNA (Features & Intent) - **[Differentiator] Smart Coffee Analysis:** Uses camera input to analyze extraction process and crema quality, providing feedback on brew parameters. Premium-tier gate — data-driven feedback loop encourages long-term usage and subscription retention. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Coffee Bean Recognition:** Identifies roast level, bean type, and origin via photo recognition to suggest brewing methods. Retention — provides utility that increases the frequency of app interaction during daily coffee preparation. * *User Intent:* Users are motivated by consistent progression and daily incentives. - **[Standard] Brewing Guides & Timers:** Step-by-step instructions for methods including French Press, AeroPress, Chemex, and Moka Pot. Acquisition — core utility drives initial downloads and provides the primary value proposition for new users. * *User Intent:* Users need clear guidance to understand and adopt the product quickly. ## Market Position {#market-position} CoffeeIn occupies the Reference category with a 4.375 rating across 16 reviews. The lack of updates for over 6 months indicates a stagnant market position relative to active competitors. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with basic features, Premium tier via auto-renewing subscription - **Analysis:** Freemium model utilizes auto-renewing subscriptions managed through iTunes, with a 24-hour cancellation window requirement. ## 🔴 User Sentiment (Low Confidence: 6 of 6 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.38/5 - **Platform Split:** iOS 4.4/5 (16 ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.38/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Complaints (Impact Areas) - **Users report the app lacks essential unit conversion settings for weight and temperature measurements** ## SWOT Analysis {#swot} **Core Strengths:** - Smart Coffee Analysis provides a data-driven feedback loop that encourages long-term subscription retention. **Growth Levers:** - Adding metric conversion settings would resolve the #1 user complaint and improve retention. ## What's New - **Latest (v1.0.3, 6 months ago):** Maintenance update focused on bug fixes and performance improvements. ## App Momentum (Zombie) {#momentum} - Ships only maintenance bug fixes. - Last major release 6 months ago. > **Cadence:** 1 total versions · 0 majors in last 6 months · 193 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} CoffeeIn: Coffee Guide&Scanner is a reference app that is free with in-app purchases. With a 4.38/5 rating from 16 reviews, it draws more critical themes in recent reviews than its store average suggests. > **Bottom Line:** CoffeeIn must prioritize basic localization and billing transparency to stabilize its user base. Addressing the unit conversion gap would unlock the utility CoffeeIn promises, while clarifying trial terms is essential to stop the negative sentiment currently eroding trust. **Best for:** Home coffee enthusiasts ranging from beginners to advanced brewers looking to refine their extraction techniques and track their coffee collection. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Ship metric unit conversion settings because it is the #1 user request → improve retention ### Outlook: Declining The home coffee reference market is shifting toward apps that offer seamless integration with daily brewing workflows, and CoffeeIn's current lack of metric support makes it a poor fit for international users. Without a return to active development, CoffeeIn will likely see continued sentiment decline and user attrition as more responsive alternatives gain traction. - 🔴 The six-month development silence indicates a lack of active investment, which prevents CoffeeIn from addressing critical user-requested localization features. - 🔴 Users report: Persistent complaints regarding deceptive billing practices erode user trust, which compounds the churn risk already present in the subscription-gated feature set. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.38/5 | | Total Reviews | 16 | | Sentiment | Frustrated (25/100) | | Confidence | Low | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **CoffeeIn: Coffee Guide&Scanner** (this app) | 4.38/5 | Frustrated | PIXELCELL.LIMITED | | [올어바웃성경](https://marlvel.ai/apps/com-allabout-bibleapp) | 5.0/5 | N/A | Gilju Lee | | [Hallow: Prayer & Meditation](https://marlvel.ai/apps/hallow-prayer-meditation) | 4.7/5 | n/a | Hallow, Inc. | | [고려대 한국어 속담 사전](https://marlvel.ai/apps/app--428) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [우리말 의학사전](https://marlvel.ai/apps/app--427) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [공인중개사 용어사전](https://marlvel.ai/apps/app--429) | N/A/5 | N/A | DaolSoft, Co., Ltd. | ## Company Profile - **Developer:** PIXELCELL.LIMITED ## Data Sources & Links - **App Store ID:** 6753327586 - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*올어바웃성경*](https://marlvel.ai/apps/com-allabout-bibleapp) (Gilju Lee) · 5.0/5 Rating - [*Hallow: Prayer & Meditation*](https://marlvel.ai/apps/hallow-prayer-meditation) (Hallow, Inc.) · 4.7/5 Rating - [*고려대 한국어 속담 사전*](https://marlvel.ai/apps/app--428) (DaolSoft, Co., Ltd.) · N/A Rating - [*우리말 의학사전*](https://marlvel.ai/apps/app--427) (DaolSoft, Co., Ltd.) · N/A Rating - [*공인중개사 용어사전*](https://marlvel.ai/apps/app--429) (DaolSoft, Co., Ltd.) · N/A Rating - [*브리태니커 콘사이스 백과사전*](https://marlvel.ai/apps/app--425) (DaolSoft, Co., Ltd.) · N/A Rating - [*100 Radio Hrvatska (HR) : Vijesti, glazba, Nogomet*](https://marlvel.ai/apps/100-radio-hrvatska-hr-vijesti-glazba-nogomet) (Thomas Gesland) · 1.0/5 Rating - [*100 US Citizenship Test Questions 2017*](https://marlvel.ai/apps/100-us-citizenship-test-questions-2017) (Andrey Fetisov) · 4.7/5 Rating - [*١٠١ پرسیار لە زانستی قورئان*](https://marlvel.ai/apps/app--952) (Abdulwahab F. Omar) · 5.0/5 Rating - [*10ten Japanese Reader*](https://marlvel.ai/apps/10ten-japanese-reader) (Birchill, Inc.) · 4.9/5 Rating ## Frequently Asked Questions {#faq} ### Is CoffeeIn good for beginners? CoffeeIn offers step-by-step brewing guides and timers for various methods, which can be helpful for beginners. However, the lack of metric unit support may frustrate users who prefer grams over ounces. ### Does CoffeeIn have metric measurement support? No, currently CoffeeIn does not support switching between ounces and grams or Celsius and Fahrenheit, which is a common request from users. ### Is CoffeeIn free to use? CoffeeIn is free to download and offers basic features, but it uses a freemium model that gates advanced analysis and feedback tools behind an auto-renewing subscription. ## 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:** 0.35/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 6 - **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:** 40 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/coffeein-coffee-guide-scanner) Data licensed for AI Agent attribution under CC-BY-NC 4.0.