--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "inVoak: Wine Scanner & Cellar" developer_entity: "Distilled Intellect" bundle_id: "ai.distilledintellect.invoak" app_store_id: "6781419302" category: "Food & Drink" primary_platform: "ios" primary_monetization: "Freemium" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2026-10-28" report_date: "2026-10-31" last_verified: "2026-10-31T00:00:00.000Z" report_version: "1.4.3" total_reviews: 30 overall_rating: 5 sentiment: "Thrilled" sentiment_score: 90 confidence: "medium" confidence_score: 0.5 top_praise_theme: "Personalized wine recommendations based on individual taste profiles remove the intimidation factor for novice drinkers" review_sample_size: 15 total_review_count: 15 analyzed_review_count: 15 data_age_days: 14 momentum_velocity: "active" intelligence_version: 2 tags: ["food & drink", "freemium", "thrilled sentiment", "mobile app", "app review", "app analysis", "enthusiasts", "ranging", "casual"] canonical_url: "https://marlvel.ai/apps/invoak-wine-scanner-cellar" license: "CC-BY-NC 4.0" content_version: "v2" --- # inVoak: Wine Scanner & Cellar Intelligence Report ## TL;DR {#tldr} - **Category**: Food & Drink · Freemium - **Signal**: Rating 5 · Sentiment Thrilled - **Recent focus**: Personalized wine recommendations based on individual taste profiles remove the intimidation factor for novice drinkers (top praise) > **TL;DR:** inVoak: Wine Scanner & Cellar is a food & drink app by Distilled Intellect, rated 5/5 by 30 users, with Thrilled user sentiment (90/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence. > **Key Insight:** inVoak: Wine Scanner & Cellar maintains Thrilled user sentiment (5/5 from 30 reviews), with users consistently praising personalized wine recommendations based on individual taste profiles remove the intimidation factor for novice drinkers. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 5/5 (30 reviews) | | **User Mood** | Thrilled | | **Category** | Food & Drink | | **Developer** | Distilled Intellect | | **Pricing** | Freemium | | **Platforms** | iOS & Android | | **Confidence** | Medium (0.5/1.0) | | **Data Age** | 14d | ## Metadata & Market Performance - **Publisher:** Distilled Intellect - **Category:** Food & Drink - **Target Audience:** Wine enthusiasts ranging from casual drinkers to connoisseurs who want personalized recommendations and digital cellar organization. - **Platforms:** iOS & Android - **Version Reviewed:** 1.4.3 - **Report Date:** 2026-10-31 - **Signal Count:** 15 reviews analyzed - **Confidence:** Medium (0.5/1.0) - **App Store ID (iOS):** 6781419302 - **Bundle ID:** ai.distilledintellect.invoak - **Google Play ID:** ai.distilledintellect.invoak - **Data Window:** Analysis based on signals collected up to 2026-10-31 - **Short Description:** Your personal sommelier: learns your taste, scans labels, tracks your cellar ## Executive Snapshot **What it is:** inVoak is a wine discovery and cellar management app for iOS and Android that uses AI to provide personalized bottle recommendations. **Why users hire it:** The app removes the cognitive cost of wine selection by replacing generic point-scores with a palate-specific match system that learns from every scan and rating. ## App DNA (Features & Intent) - **[Differentiator] Palate Profile Survey:** Initial 30-second survey to calibrate recommendation engine to individual taste preferences. * *User Intent:* Users seek enhanced value through premium features. - **[Differentiator] Camera-first Label Scanning:** Optical character recognition identifies wine labels and menus for instant matching. - **[Differentiator] AI Sommelier Chat:** Conversational interface provides context-specific wine advice based on personal profile. * *User Intent:* Users seek enhanced value through premium features. ## Market Position {#market-position} inVoak maintains a 5-star rating across 30 total reviews, indicating strong early-stage product-market fit. The app's focus on personalized AI discovery differentiates it from broader, community-driven wine databases. ## Monetization Strategy - **Model:** Freemium - **Tiers:** Free tier with monthly limits on scans and chat, Premium tier with unlimited access and advanced analytics - **Analysis:** Freemium model gates advanced utility behind a subscription to monetize power users. ## 🟢 User Sentiment (Medium Confidence: 15 of 15 reviews analyzed) {#user-sentiment} - **Overall Rating:** 5/5 - **Platform Split:** iOS 5.0/5 (18 ratings) | Android 5.0/5 (12 ratings) - **Overall Sentiment:** Thrilled ### Top Praises - **Personalized wine recommendations based on individual taste profiles remove the intimidation factor for novice drinkers** - **Cellar management tools allow users to track their wine collection without manual spreadsheet entry** - **Menu scanning functionality provides immediate pairing advice that helps users host successful dinner events** ## SWOT Analysis {#swot} **Core Strengths:** - Palate-matching engine builds high switching costs via unique user data - Camera-first scanning removes discovery friction for novice users **Growth Levers:** - Localized retail partnerships could leverage existing palate profiles ## What's New - **Latest (v1.4.3, 2 days ago):** Introduced conversational taste profiling, voice-activated navigation to Atlas and Discover, and real-time price estimation during bottle scanning. ## App Momentum (Active) {#momentum} - Shipped two updates in 15 days. - Introduced conversational taste profiling features. - Added voice-activated navigation to discovery tools. > **Cadence:** 2 total versions · 1 majors in last 6 months · 3 days since last update · 11 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} inVoak: Wine Scanner & Cellar is a market-leading food & drink app that is free with in-app purchases. With a 5/5 rating from 30 reviews, it delivers strong user satisfaction. > **Bottom Line:** inVoak's personalized recommendation engine effectively lowers the barrier to wine discovery, but the app must prioritize conversion-focused onboarding to sustain growth against established rivals. **Best for:** Wine enthusiasts ranging from casual drinkers to connoisseurs who want personalized recommendations and digital cellar organization. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] A/B test Premium trial offers because current conversion relies on high-frequency usage → increase subscriber base ### Outlook: Improving The wine-discovery market is shifting toward personalized AI assistants that replace static ratings with actionable, taste-based advice. inVoak is well-positioned to capture this segment if it continues to refine its recommendation engine and expand its cellar management capabilities. - 🟢 The 11-day update cadence demonstrates active feature investment, which builds user trust in the app's long-term utility. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 5/5 | | Total Reviews | 30 | | Sentiment | Thrilled (90/100) | | Confidence | Medium | | Pricing Model | Freemium | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Outlook | Improving | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **inVoak: Wine Scanner & Cellar** (this app) | 5/5 | Thrilled | Distilled Intellect | | [Vegan Friendly](https://marlvel.ai/apps/com-veganfriendly) | 4.6/5 | Mixed | The Association For a Vegan Future (RA) | | [소박한 한 그릇](https://marlvel.ai/apps/app--426) | N/A/5 | N/A | DaolSoft, Co., Ltd. | | [알토란 레시피 - 요리 반찬 레시피](https://marlvel.ai/apps/woodisw-com-altrecipe) | N/A/5 | N/A | WoodiSW | | [メニュー](https://marlvel.ai/apps/app--677) | N/A/5 | N/A | Satoshi Sato | | [캐시모어](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) | 4.6/5 | N/A | bridgeworks | ## Company Profile - **Developer:** Distilled Intellect - **Website:** [https://invoak.com](https://invoak.com) - **Social:** [Instagram](https://www.instagram.com/invoakapp) · [X/Twitter](https://twitter.com/invoakapp) · [TikTok](https://www.tiktok.com/@invoak) ## Data Sources & Links - **App Store ID:** 6781419302 - **Google Play ID:** ai.distilledintellect.invoak - **Dev Site:** [Official Website](https://invoak.com) - **Sources:** Developer website content, App store metadata, User reviews. ## Related Intel Reports - [*Vegan Friendly*](https://marlvel.ai/apps/com-veganfriendly) (The Association For a Vegan Future (RA)) · 4.6/5 Rating - [*소박한 한 그릇*](https://marlvel.ai/apps/app--426) (DaolSoft, Co., Ltd.) · N/A Rating - [*알토란 레시피 - 요리 반찬 레시피*](https://marlvel.ai/apps/woodisw-com-altrecipe) (WoodiSW) · N/A Rating - [*メニュー*](https://marlvel.ai/apps/app--677) (Satoshi Sato) · N/A Rating - [*캐시모어*](https://marlvel.ai/apps/com-bridgeworks-ios-cashmore) (bridgeworks) · 4.6/5 Rating - [*푸드트래블-푸블페이*](https://marlvel.ai/apps/com-membership-foodtravel) (Flexday) · 1.3/5 Rating - [*マイ・レシピ*](https://marlvel.ai/apps/app--689) (Satoshi Sato) · N/A Rating - [*ジョイフルアプリ*](https://marlvel.ai/apps/jp-co-unerry-bbcouponappjoyfull) (UNERRY,INC.) · 3.5/5 Rating - [*フレスタネットスーパーアプリ*](https://marlvel.ai/apps/jp-stailer-fresta) (10X, Inc.) · 4.3/5 Rating - [*100 Lebanese Recipes*](https://marlvel.ai/apps/com-lebguide-100lebaneserecipes) (LebGuide.com) · 4.7/5 Rating ## Frequently Asked Questions {#faq} ### Is inVoak suitable for wine beginners? Yes, inVoak is designed to remove the intimidation factor for novices by providing personalized recommendations based on a 30-second taste profile survey. ### How does inVoak compare to other wine apps? Unlike community-driven apps that show generic user ratings, inVoak learns your specific taste preferences to provide recommendations tailored to you. ### Does inVoak offer a free version? Yes, inVoak offers a free tier with monthly limits on label scans, chat, and cellar management. ## 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:** 15 - **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:** 14 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/invoak-wine-scanner-cellar) Data licensed for AI Agent attribution under CC-BY-NC 4.0.