---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Wine Scanner AI: Remember Wine"
bundle_id: "ai.winescanner.app"
parent_report: "https://marlvel.ai/api/llm/apps/food-drink/wine-scanner-ai-remember-wine"
canonical_url: "https://marlvel.ai/apps/wine-scanner-ai-remember-wine#user-sentiment"
report_date: "2026-08-09"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - Wine Scanner AI: Remember Wine User Sentiment (section of intelligence report)"
---

## 🟢 User Sentiment (Low Confidence: 12 of 12 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.65/5
- **Platform Split:** iOS 4.7/5 (43 ratings)
- **Overall Sentiment:** Thrilled

### Top Praises
- **Image recognition technology identifies obscure wine labels accurately even in low-light restaurant environments**
- **Collection management features allow users to track cellar inventory without tedious manual data entry**
- **Beginner-friendly interface design helps casual drinkers understand wine characteristics without requiring deep expertise**

### Top Complaints (Impact Areas)

- **Server-side connectivity failures prevent the scanner from identifying any wine labels during usage**

<!-- /section:sentiment -->
<!-- section:swot -->