--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "Potion.bar: Whiskey Scanner" developer_entity: "Ainbr, Inc." bundle_id: "com.ainbr.ainbr" app_store_id: "1516194643" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS" app_last_updated: "2026-08-01" report_date: "2026-08-14" last_verified: "2026-08-14T00:00:00.000Z" report_version: "2.1.2" total_reviews: 380 overall_rating: 4.2 sentiment: "Frustrated" sentiment_score: 25 confidence: "medium" confidence_score: 0.5 top_praise_theme: "The MSRP reference section provides clear value for users identifying fair market pricing for bourbon" top_complaint_theme: "Frequent application crashes and freezing during navigation make the core hunting features unusable for users" review_sample_size: 14 total_review_count: 14 analyzed_review_count: 14 data_age_days: 22 momentum_velocity: "maintenance" intelligence_version: 3 tags: ["food & drink", "free", "frustrated sentiment", "mobile app", "app review", "app analysis", "whiskey", "enthusiasts", "casual"] canonical_url: "https://marlvel.ai/apps/potion-bar-whiskey-scanner" license: "CC-BY-NC 4.0" content_version: "v2" --- # Potion.bar: Whiskey Scanner Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Free - **Signal**: Rating 4.25 · Sentiment Frustrated - **Recent focus**: Frequent application crashes and freezing during navigation make the core hunting features unusable for users (top complaint) · The MSRP reference section provides clear value for users identifying fair market pricing for bourbon (top praise) > **TL;DR:** Potion.bar: Whiskey Scanner is a food & drink app by Ainbr, Inc., rated 4.25/5 by 380 users, with Frustrated user sentiment (25/100), available on iOS. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** Potion.bar: Whiskey Scanner faces Frustrated user sentiment (4.25/5 from 380 reviews), with users reporting frequent application crashes and freezing during navigation make the core hunting features unusable for users as the primary concern. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.25/5 (380 reviews) | | **User Mood** | Frustrated | | **Category** | Food & Drink | | **Developer** | Ainbr, Inc. | | **Pricing** | Free | | **Platforms** | iOS | | **Confidence** | Medium (0.5/1.0) | | **Data Age** | 22d | ## Metadata & Market Performance - **Publisher:** Ainbr, Inc. - **Category:** Food & Drink - **Target Audience:** Whiskey enthusiasts and casual buyers seeking price transparency and flavor profiles. - **Platforms:** iOS - **Version Reviewed:** 2.1.2 - **Report Date:** 2026-08-14 - **Signal Count:** 14 reviews analyzed - **Confidence:** Medium (0.5/1.0) - **App Store ID (iOS):** 1516194643 - **Bundle ID:** com.ainbr.ainbr - **Performance Trend:** Stable - **Data Window:** Analysis based on signals collected up to 2026-08-14 ## Executive Snapshot **What it is:** Potion.bar is a whiskey identification and price-comparison utility for iOS that uses camera-based label recognition to surface tasting notes and retailer pricing. **Why users hire it:** The tool removes the cognitive cost of researching flavor profiles and market value for mystery bottles, though it currently fails to resolve the friction of finding actual in-stock inventory. ## App DNA (Features & Intent) - **[Standard] Bottle Scanner:** Camera-based label recognition to identify whiskey bottles and retrieve details. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Price Comparison:** Aggregates online and local retailer listings to display current market pricing. * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Standard] Expert and User Ratings:** Displays dual-score system for thousands of bottles. ## Market Position {#market-position} Potion.bar holds a 4.2-star rating across 380 total ratings, positioning it as a niche research tool. The lack of recent feature updates suggests a maintenance-mode posture that leaves it vulnerable to rivals offering real-time inventory tracking. ## Monetization Strategy - **Model:** Free - **Tiers:** Free access to all features - **Analysis:** The utility operates as a free research tool, likely monetizing through affiliate links to liquor retailers. ## 🔴 User Sentiment (Medium Confidence: 14 of 14 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.25/5 - **Platform Split:** iOS 4.2/5 (380 ratings) - **Overall Sentiment:** Frustrated - **Note:** The 4.25/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline. ### Top Praises - **The MSRP reference section provides clear value for users identifying fair market pricing for bourbon** - **Automated links to external reviews offer a convenient way to research new brands while shopping** ### Top Complaints (Impact Areas) - **Frequent application crashes and freezing during navigation make the core hunting features unusable for users** ## SWOT Analysis {#swot} **Core Strengths:** - MSRP reference data provides clear value for identifying fair market pricing **Growth Levers:** - Integrating real-time distributor stock data would resolve primary user availability complaints ## Recent Changes (v2 → v3) {#recent-changes} Potion.bar remains in a maintenance-only state with no material feature or pricing changes. The analysis now explicitly identifies search failures as a core threat to retention and characterizes the reliance on MSRP data as a strategic liability. **Overall trend**: Stable **Compared at**: 2026-08-14 ### Medium-impact changes - **[Added] Search failures as a threat** (swot) - **[Shifted] MSRP data as a liability** (positioning) ### Low-impact changes - **[Shifted] Audience focus refinement** (audience) ## What's New - **Latest (v2.1.2, 1 weeks ago):** Maintenance update addressing general bug fixes and UX improvements. ## App Momentum (Maintenance) {#momentum} - Ships maintenance updates only - No new feature expansion > **Cadence:** 1 total versions · 0 majors in last 6 months · 13 days since last update ## The "So What?" (Strategic Takeaway) {#so-what} Potion.bar: Whiskey Scanner is a food & drink app that is completely free. With a 4.25/5 rating from 380 reviews, it faces significant user friction. > **Bottom Line:** Addressing the navigation crashes and search failures is the only way to stabilize the user base, as the current technical instability prevents the utility from serving its core research purpose. **Best for:** Whiskey enthusiasts and casual buyers seeking price transparency and flavor profiles. ### PM Action Plan (Next Best Moves) - [ ] [MAINTAIN] Audit navigation and search logic because crashes and null results are the top-cited frustration → improve retention ### Outlook: Declining The whiskey research market is shifting toward real-time inventory tracking, leaving Potion.bar exposed due to its reliance on static, often outdated, price and stock data. Without a pivot to live distributor integrations, the app will continue to lose relevance to more dynamic research tools. - 🔴 Frequent crashes and search failures in the latest release erode user trust, which compounds the churn risk from outdated stock information. - 🔴 Maintenance-only update cadence leaves Potion.bar unable to compete with rivals that integrate real-time inventory, accelerating the loss of active users. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.25/5 | | Total Reviews | 380 | | Sentiment | Frustrated (25/100) | | Confidence | Medium | | Pricing Model | Free | | Platforms | iOS | | Key Features | 3 analyzed | | Trend | Stable | | Outlook | Declining | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **Potion.bar: Whiskey Scanner** (this app) | 4.25/5 | Frustrated | Ainbr, Inc. | | [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:** Ainbr, Inc. - **Website:** [https://potion.bar/](https://potion.bar/) ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/potion-bar-whiskey-scanner/id1516194643?uo=4) - **Dev Site:** [Official Website](https://potion.bar/) - **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 Potion.bar accurate for finding rare whiskey? Users report that Potion.bar is useful for checking MSRP and tasting notes, but it often fails to provide accurate, real-time stock information for rare bottles. ### Does Potion.bar work if I am not in a major city? Users report that geographic coverage is limited to specific cities, and search functionality often fails to return results for many regions. ### Is Potion.bar free to use? Yes, Potion.bar operates as a free research utility, monetizing through affiliate links to liquor retailers. ## 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:** 0.5/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 14 - **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:** 22 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/potion-bar-whiskey-scanner) Data licensed for AI Agent attribution under CC-BY-NC 4.0.