---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Artbook - Paint by Number"
bundle_id: "com.hyperfun.artbook"
parent_report: "https://marlvel.ai/api/llm/apps/lifestyle/artbook-paint-by-number"
canonical_url: "https://marlvel.ai/apps/artbook-paint-by-number#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Artbook - Paint by Number User Sentiment (section of intelligence report)"
---

## 🟡 User Sentiment (Low Confidence: 61 of 99 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.72/5
- **Platform Split:** iOS 4.7/5 (53.1K ratings) | Android 4.5/5 (2.7K ratings)
- **Overall Sentiment:** Mixed

### Top Praises
- **Extensive library of coloring categories provides a relaxing experience for long-term users**

### Top Complaints (Impact Areas)
- **Intrusive advertisement frequency disrupts the flow of the coloring experience for free users**

### Top Requests (What Users Want)
- **Search functionality to help users locate specific detailed pictures within the library**

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