--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Whiskey Shelf" developer_entity: "Flint Hills Group" bundle_id: "app.whiskeyshelf" app_store_id: "6444685822" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-07-27" report_date: "2026-08-14" last_verified: "2026-08-14T00:00:00.000Z" report_version: "2.6.2" total_reviews: 123 overall_rating: 4.5 sentiment: "Thrilled" sentiment_score: 85 confidence: "medium" confidence_score: 0.6 top_praise_theme: "Responsive developer support quickly adds new bottle data to the database upon user request" top_complaint_theme: "Camera focus issues on newer mobile devices prevent the barcode scanner from capturing bottle data" review_sample_size: 49 total_review_count: 49 analyzed_review_count: 49 data_age_days: 47 momentum_velocity: "maintenance" intelligence_version: 3 tags: ["food & drink", "freemium", "thrilled sentiment", "mobile app", "app review", "app analysis", "whiskey,", "tequila", "collectors"] canonical_url: "https://marlvel.ai/apps/whiskey-shelf" license: "CC-BY-NC 4.0" content_version: "v2" --- # Whiskey Shelf Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Freemium - **Signal**: Rating 4.5 · Sentiment Thrilled - **Recent focus**: Users report: Camera focus issues on newer mobile devices prevent the barcode scanner from capturing bottle data (top complaint) · Responsive developer support quickly adds new bottle data to the database upon user request (top praise) > **TL;DR:** Whiskey Shelf is a food & drink app by Flint Hills Group, rated 4.5/5 by 123 users, with Thrilled user sentiment (85/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Whiskey Shelf maintains Thrilled user sentiment (4.5/5 from 123 reviews), with users consistently praising responsive developer support quickly adds new bottle data to the database upon user request. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.5/5 (123 reviews) | | **User Mood** | Thrilled | | **Category** | Food & Drink | | **Developer** | Flint Hills Group | | **Pricing** | Freemium | | **Platforms** | iOS | | **Confidence** | Medium (0.6/1.0) | | **Data Age** | 47d | ## Metadata & Market Performance - **Publisher:** Flint Hills Group - **Category:** Food & Drink - **Target Audience:** Whiskey, rum, and tequila collectors who need to manage inventory, track valuations, and connect with other enthusiasts. - **Platforms:** iOS - **Version Reviewed:** 2.6.2 - **Report Date:** 2026-08-14 - **Signal Count:** 49 reviews analyzed - **Confidence:** Medium (0.6/1.0) - **App Store ID (iOS):** 6444685822 - **Bundle ID:** app.whiskeyshelf - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-08-14 ## Executive Snapshot **What it is:** Whiskey Shelf is a spirit inventory and valuation tracker for whiskey, rum, and tequila collectors on iOS. **Why users hire it:** Collectors use the app to replace manual spreadsheets with a centralized, barcode-enabled database that tracks market valuations and connects them with other enthusiasts. ## App DNA (Features & Intent) - **[Standard] Inventory Tracking:** Logs unlimited whiskey, rum, and tequila bottles via barcode scanning. * *User Intent:* Users want visibility into their own performance and progress. - **[Differentiator] Bottle Valuation:** Calculates market value for collection items, gated by subscription. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Whiskey Friends:** Connects users to share inventory and find bottles. * *User Intent:* Users seek social connection and competitive engagement with peers. ## Market Position {#market-position} Whiskey Shelf occupies a niche in the Food & Drink category, maintaining a 4.5-star rating across 123 total ratings. The current update cadence is limited to maintenance-level releases, which restricts the app's ability to capture new market share against more frequently updated inventory tools. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with core tracking, Premium tier for advanced features - **Analysis:** Advanced valuation and reporting tools are gated behind a subscription to convert power users. ## 🟢 User Sentiment (Medium Confidence: 49 of 49 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.5/5 - **Platform Split:** iOS 4.5/5 (123 ratings) - **Overall Sentiment:** Thrilled ### Top Praises - **Responsive developer support quickly adds new bottle data to the database upon user request** - **Barcode scanning functionality simplifies inventory management for large collections of whiskey and spirits** - **Detailed collection insights like valuation and proof distribution provide value to serious collectors** ### Top Complaints (Impact Areas) - **Users report: Camera focus issues on newer mobile devices prevent the barcode scanner from capturing bottle data** ## SWOT Analysis {#swot} **Core Strengths:** - Responsive database expansion via direct developer support - Barcode-driven inventory entry for large collections - Valuation insights for secondary market tracking **Growth Levers:** - Implement lifetime purchase tier to address subscription-fatigue - Integrate pre-loaded stock bottle photos to reduce manual entry ## Recent Changes (v2 → v3) {#recent-changes} The app's functional state remains unchanged, but the analytical framing has shifted to prioritize the impact of technical regressions and billing friction on long-term retention. The core product offering and pricing model remain identical to the previous observation. **Overall trend**: Stable **Compared at**: 2026-08-14 ### High-impact changes - **[Shifted] Heightened churn risk assessment** (positioning) ### Medium-impact changes - **[Shifted] Increased focus on competitive stagnation** (positioning) - **[Shifted] Escalation of billing-cancellation risk** (swot) ## What's New - **Latest (v2.6.2, 2 weeks ago):** Introduced social connectivity features allowing users to contact Whiskey Shelf friends. ## App Momentum (Maintenance) {#momentum} - Shipped social connectivity features. - Maintains maintenance-mode release cadence. > **Cadence:** 1 total versions · 1 majors in last 6 months · 17 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Whiskey Shelf is a market-leading food & drink app that is free with in-app purchases. With a 4.5/5 rating from 123 reviews, it delivers strong user satisfaction. > **Bottom Line:** Addressing the barcode scanner and billing-cancellation friction would stabilize the core retention loop for serious collectors. Resolving these technical and administrative barriers is the prerequisite for scaling the subscription tier beyond the current power-user base. **Best for:** Whiskey, rum, and tequila collectors who need to manage inventory, track valuations, and connect with other enthusiasts. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Rebuild barcode scanner focus logic because hardware-specific focus issues force manual entry → increase daily active usage ### Outlook: Stable Whiskey Shelf maintains a stable position among niche spirit collectors, but the lack of frequent feature updates limits growth. The PM must prioritize technical stability and billing transparency to protect the subscription funnel from churn. - 🔴 Camera focus regressions on newer devices force manual entry, which increases friction for power users with large collections. - 🔴 Reports of ignored subscription cancellations create a churn risk that could lead to platform-level billing disputes. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.5/5 | | Total Reviews | 123 | | Sentiment | Thrilled (85/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Whiskey Shelf** (this app) | 4.5/5 | Thrilled | Flint Hills Group | | [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:** Flint Hills Group - **Website:** [https://whiskeyshelf.app](https://whiskeyshelf.app) - **Social:** [Instagram](https://www.instagram.com/whiskey.shelf) · [Facebook](https://www.facebook.com/whiskeyshelfapp) · [YouTube](https://www.youtube.com/@WhiskeyShelf) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/whiskey-shelf/id6444685822?uo=4) - **Dev Site:** [Official Website](https://whiskeyshelf.app) - **Sources:** Developer website content, App store metadata, User reviews. ## 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 Whiskey Shelf free to use? Whiskey Shelf offers a free tier for core inventory tracking, but advanced features like bottle valuation and collection reports are gated behind a recurring annual subscription. ### Does Whiskey Shelf work for rum and tequila? Yes, Whiskey Shelf supports inventory tracking for whiskey, rum, and tequila bottles. ### Can I use Whiskey Shelf to track my collection value? Yes, the app calculates market valuations for collection items, though this feature is restricted to the premium subscription tier. ### What should I do if the barcode scanner does not work? Users report that the scanner may struggle with focus on newer mobile devices. If the scanner fails, the app provides a manual search function to add bottles to your inventory. ## 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:** 0.6/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 49 - **Data Sources:** user reviews, developer website, 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:** 47 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/whiskey-shelf) Data licensed for AI Agent attribution under CC-BY-NC 4.0.