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

## 🔴 User Sentiment (Medium Confidence: 1 of 1 review analyzed) {#user-sentiment}
- **Overall Rating:** 2/5
- **Platform Split:** iOS 2.0/5 (1 ratings)
- **Overall Sentiment:** Frustrated

### Top Praises
- **The initial wine scanning feature provides a high-quality experience for users during their first session**

### Top Complaints (Impact Areas)

- **Scanning functionality fails immediately after the first use, rendering the core utility of the app useless**

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