---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Beauty Scanner - Face Analyzer"
bundle_id: "com.facial.beauty.analysis"
parent_report: "https://marlvel.ai/api/llm/apps/photo-video/beauty-scanner-face-analyzer"
canonical_url: "https://marlvel.ai/apps/beauty-scanner-face-analyzer#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Beauty Scanner - Face Analyzer User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (Low Confidence: 49 of 49 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.17/5
- **Platform Split:** iOS 4.2/5 (1.2K ratings)
- **Overall Sentiment:** Upset
- **Note:** The 4.17/5 store rating reflects cumulative history, while the Upset sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Beauty tips and guidance provided within the app help users feel more confident about themselves**

### Top Complaints (Impact Areas)
- **Randomized beauty scores suggest the underlying algorithm lacks actual facial analysis accuracy or consistency**

### Top Requests (What Users Want)
- **Gender-specific golden ratio masks are needed to improve the accuracy of male facial analysis**

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