--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "MN Coffee Map" developer_entity: "msoftware llc" bundle_id: "com.parkasoftware.mplscoffee" app_store_id: "6736864166" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-04-28" report_date: "2026-08-02" last_verified: "2026-08-02T00:00:00.000Z" report_version: "1.11.1" total_reviews: 3 overall_rating: 5 confidence: "low" confidence_score: 0.3 data_age_days: 14 momentum_velocity: "maintenance" intelligence_version: 3 tags: ["food & drink", "free", "mobile app", "app review", "app analysis", "specialty", "coffee", "enthusiasts"] canonical_url: "https://marlvel.ai/apps/mn-coffee-map" license: "CC-BY-NC 4.0" content_version: "v2" --- # MN Coffee Map Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Free - **Signal**: Rating 5 > **TL;DR:** MN Coffee Map is a food & drink app by msoftware llc, rated 5/5 by 3 users, available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** MN Coffee Map is a food & drink app by msoftware llc. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (3 reviews) | | **Category** | Food & Drink | | **Developer** | msoftware llc | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Low (0.3/1.0) | | **Data Age** | 14d | ## Metadata & Market Performance - **Publisher:** msoftware llc - **Category:** Food & Drink - **Target Audience:** Specialty coffee enthusiasts and remote workers in Minnesota. - **Platforms:** iOS - **Version Reviewed:** 1.11.1 - **Report Date:** 2026-08-02 - **Signal Count:** 0 reviews analyzed - **Confidence:** Low (0.3/1.0) - **App Store ID (iOS):** 6736864166 - **Bundle ID:** com.parkasoftware.mplscoffee - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-08-02 ## Executive Snapshot **What it is:** MN Coffee Map is a specialty coffee finder for independent shops in Minnesota, available on iOS. **Why users hire it:** It removes the cognitive cost of filtering out national chains and vetting workspace suitability for remote workers. ## App DNA (Features & Intent) - **[Differentiator] Independent Shop Filter:** Excludes national chains to establish category authority. * *User Intent:* Users want to quickly find relevant content or features. - **[Differentiator] Work From MSP Integration:** Displays specific ratings for Wi-Fi, outlets, and noise to drive session frequency. - **[Standard] AI-Generated Shop Summaries:** Aggregates Google data into 'The Pour' to reduce user friction. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. ## Market Position {#market-position} MN Coffee Map occupies a niche utility position in the Minnesota Food & Drink category. With a 5-star rating across 3 reviews, the app relies on its curated independent-only filter to differentiate from broader map services. ## Monetization Strategy - **Model:** Free - **Tiers:** Completely free with no subscriptions or ads - **Analysis:** Operates as a free, ad-free utility to build category authority. ## SWOT Analysis {#swot} **Core Strengths:** - Independent-only curation creates a defensible barrier against generic map services **Growth Levers:** - Expansion into additional regional guides could scale the Work From MSP partnership model ## Recent Changes (v2 → v3) {#recent-changes} The app's strategic focus has moved from scaling regional coverage to maintaining data integrity, as the lack of updates over the last three months has introduced risks of information decay. **Overall trend**: Stable **Compared at**: 2026-08-02 ### High-impact changes - **[Shifted] PM Action Item Pivot** (positioning) ### Medium-impact changes - **[Added] New Threat: API Dependency** (swot) - **[Shifted] Weakness Refinement** (swot) ## What's New - **Latest (v1.11.1, 3 months ago):** Refined shop discovery by filtering for independent coffee shops and integrating Google descriptions, AI-generated summaries under 'The Pour', and prominent shop hours. ## App Momentum (Maintenance) {#momentum} - Ships updates at ~13-week cadence. - Maintains maintenance-mode release cycle. > **Cadence:** 1 total versions · 1 majors in last 6 months · 95 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} MN Coffee Map is a food & drink app that is completely free. It holds a 5/5 rating from 3 reviews. > **Bottom Line:** Maintaining the current independent-only curation strategy will keep the core user base, but the lack of recent updates risks data accuracy. Prioritizing a refresh of the shop database would secure the app's utility against more frequently updated local guides. **Best for:** Specialty coffee enthusiasts and remote workers in Minnesota. ### PM Action Plan (Next Best Moves) - [ ] [MAINTAIN] Audit shop data accuracy because the 96-day update gap risks stale information → maintain user trust ### Outlook: Stable Users report: The market for hyper-local utility apps is consolidating, and MN Coffee Map's current maintenance-mode cadence leaves it exposed to more active regional competitors. Prioritizing data freshness will be critical to retaining the remote-worker segment that relies on the Work From MSP integration. - ⚪ The 96-day update gap suggests a maintenance-only posture, which limits the ability to respond to new shop openings or closures. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 3 | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **MN Coffee Map** (this app) | 5/5 | N/A | msoftware llc | | [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:** msoftware llc - **Website:** [https://mncoffeemap.com](https://mncoffeemap.com) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/mn-coffee-map/id6736864166?uo=4) - **Dev Site:** [Official Website](https://mncoffeemap.com) - **Sources:** Developer website content, About us / company information, 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 ## Frequently Asked Questions {#faq} ### Is MN Coffee Map free to use? Yes, the app is completely free with no subscriptions or ads, operating as a utility to build category authority. ### Does MN Coffee Map include national coffee chains? No, the app specifically excludes national chains to focus on independent specialty shops serious about the craft. ### How does MN Coffee Map help remote workers? It integrates with Work From MSP to provide specific ratings on Wi-Fi reliability, outlet access, noise levels, and seating comfort. ### What is the difference between MN Coffee Map and Google Maps? MN Coffee Map is curated for independent specialty shops and provides specialized remote-work ratings, whereas Google Maps includes all businesses and lacks these specific coffee-focused filters. ## 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:** 0.3/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 0 - **Data Sources:** 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:** 14 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/mn-coffee-map) Data licensed for AI Agent attribution under CC-BY-NC 4.0.