Wine Scanner & Expert Reviews is a wine-discovery and inventory-tracking tool for iOS and Android that uses camera-based label recognition to surface expert ratings.
Product velocity
Dormant
Daily rank 🇺🇸
—
Food & Drink
Sentiment
3.2
44 reviews
Nemesis
Fragmented field
The App DNA
What makes this app unique?
The app removes the cognitive cost of wine selection in retail environments by providing immediate access to professional reviews and food-pairing advice.
For Wine enthusiasts and novices seeking expert guidance and inventory tracking for retail shopping.
What does it look like?
Key features
Camera-based recognition of wine labels to retrieve expert reviews and ratings.
Digital inventory management for personal wine collections including photos and notes.
Database of food pairings indexed by wine style.
How much does it cost?
The app is marketed as free, but users report hidden subscription costs and unclear billing practices.
Velocity
Dormant developmentperformanceShow more...
With the last update occurring 1,490 days ago, the app has reached a state of total inactivity. There have been no feature builds or maintenance patches released in over four years. Development momentum is non-existent, and the app appears to be in a zombie state.
Who built it?
User Sentiment
What do users think recently?
Fresh user feedback skews frustrated. Users appreciate the food and wine pairing suggestions provide a helpful resource for both beginners and experienced connoisseurs and the extensive wine library and review database offer significant value for users looking to explore new labels, but report the barcode scanner frequently fails to identify bottles, leading to frustration during the shopping experience.
How are ratings & reviews evolving?
What users say, by theme
- The food and wine pairing suggestions provide a helpful resource for both beginners and experienced connoisseurs
- The extensive wine library and review database offer significant value for users looking to explore new labels
- The barcode scanner frequently fails to identify bottles, leading to frustration during the shopping experience
54 of 54 recent reviews analyzed · high confidence · Frustrated overall
Read the full review analysisUnlock 2 more frustration themes and 1 user request, each backed by review evidence.
Access the full report for freeCompetition
Competitive landscape for Wine Scanner & Expert Reviews
How's the Food & Drink market?
Wine Scanner & Expert Reviews maintains a niche presence in the Food & Drink category, though its 1.0-star rating on iOS and 3.2-star rating on Android reflect significant user dissatisfaction with its aging feature set.
Read the market outlookThe rivals identified
Unlock the deeper market read.
Access the full report for freeThe Analyst's Read
Key takeaways for Wine Scanner & Expert Reviews
Where is it heading?
The market for wine-discovery tools is shifting toward high-frequency, community-driven platforms. Wine Scanner & Expert Reviews remains stagnant, and without a shift toward transparent monetization and technical modernization, it will likely continue to lose ground to active competitors.
- The 1,490-day update gap indicates the product is in maintenance mode, which will accelerate user churn as hardware compatibility declines.
- Persistent user complaints about hidden billing practices suggest the current monetization strategy is damaging the brand reputation beyond repair.
The SWOT
- 270,000-rating expert database provides a high-value information barrier
- Transparent pricing model could address primary user complaints
Next best moves
Audit billing flow because users report hidden subscription costs → reduce negative sentiment
+ 1 more prioritized moveThe counter-intuitive read
The app's primary value is its expert database, not its scanner…
Read the full takeSince the last report: The product remains in a maintenance-only state with no functional updates, though the analytical framing has shifted to emphasize the severity of its technical debt and monetization friction.
Bottom line
The product is in a maintenance-only state, and the current monetization friction is actively driving negative sentiment. Addressing billing transparency and scanning reliability would stabilize the user base, but the lack of recent development suggests a need for a fundamental pivot in product strategy.
Unlock 1 critical friction, 1 market threat, 1 more prioritized move and the analyst’s take.
Access the full report for freeFAQ
Is Wine Scanner & Expert Reviews free to use?
Does the barcode scanner work reliably?
What alternatives should I consider for wine reviews?
Sources
- [1] Play Store listing, source
Report last updated