Wine Lab AI Scanner is a mobile inventory tool for wine and spirits collectors that uses AI for label recognition and offline data management.
Product velocity
Maintenance
Daily rank 🇺🇸
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Food & Drink
Sentiment
2.0
1 reviews
Nemesis
Fragmented field
The App DNA
What makes this app unique?
Users hire the app to organize personal alcohol collections without relying on third-party databases, serving the need for private, portable, and customizable inventory control.
For Wine and spirits collectors who require a highly customizable, offline-capable digital inventory tool.
What does it look like?
Key features
Computer vision identifies spirits from labels to auto-populate entries.
Generative AI provides curated bottle recommendations based on user taste.
Local storage allows sorting and filtering without internet access.
How much does it cost?
Currently free, but legal disclaimers suggest a future shift toward paid AI-powered features.
Velocity
Maintenance developmentopaqueShow more...
The app has released only one version since its debut 88 days ago, placing it firmly in the maintenance tier. There is no evidence of ongoing development, feature iteration, or live operations. The lack of subsequent updates suggests a static product state rather than an active development cycle. Future momentum remains uncertain given the absence of activity since the initial release on May 13, 2026.
Who built it?
Serghei Ionita
3 apps tracked · Food & Drink
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Brushes for Procreate Pro ToolUser Sentiment
What do users think recently?
Recent user voice shows a frustrated sentiment. Users appreciate the initial wine scanning feature provides a high-quality experience for users during their first session.
How are ratings & reviews evolving?
What users say, by theme
- The initial wine scanning feature provides a high-quality experience for users during their first session
- Scanning functionality fails immediately after the first use, rendering the core utility of the app useless
1 of 1 recent reviews analyzed · limited sample
Read the full review analysisUnlock 1 user request, each backed by review evidence.
Access the full report for freeCompetition
Competitive landscape for Wine Lab AI Scanner & Tracker
How's the Food & Drink market?
The app currently holds a 2.0-star rating on the iOS platform with no updates since its May 2026 release. This lack of momentum signals a failure to establish a market footprint against competitors that offer stable, cloud-synced inventory management.
Read the market outlookThe rivals identified
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Access the full report for freeThe Analyst's Read
Key takeaways for Wine Lab AI Scanner & Tracker
Where is it heading?
The app is currently in a state of technical decay following a silent launch period. Without a stability patch to address the scanning regression, the app will fail to gain any traction against established inventory tools, rendering the current feature set irrelevant to this app collector audience.
- The scanning failure reported by users creates a critical barrier to entry, which will likely lead to a 0% retention rate for new installs.
The SWOT
- Offline-first architecture provides a privacy-focused alternative to cloud-dependent inventory apps
- Implementing CSV export would address a primary user request
Next best moves
Ship stability patch for scanning engine because users report persistent failure after first use → restore core utility
+ 1 more prioritized moveThe counter-intuitive read
The app's offline-first design is a liability rather than a strength…
Read the full takeSince the last report: The intelligence report reflects a transition from viewing the app as a struggling new entrant to characterizing it as an abandoned product in a state of technical decay.
Bottom line
Wine Lab AI Scanner offers a compelling offline-first value proposition, but the persistent scanning failure post-launch renders it non-functional, so the developer must prioritize a stability patch to prevent total user abandonment.
Unlock 2 critical frictions, 1 market threat, 1 more prioritized move and the analyst’s take.
Access the full report for freeSources
- [1] App Store, source
Report last updated