---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Perfect Coffee 3D"
bundle_id: "com.cheddarbox.perfectcoffee"
parent_report: "https://marlvel.ai/api/llm/apps/games/perfect-coffee-3d"
canonical_url: "https://marlvel.ai/apps/perfect-coffee-3d#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Perfect Coffee 3D User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 150,814 reviews) {#user-sentiment}
- **Overall Rating:** 4.5/5
- **Platform Split:** iOS 4.6/5 (77,876 ratings) | Android 4.4/5 (72,938 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.5/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Relaxing Gameplay** | *Evidence:* "very relaxing and fun!"
- **Creative Freedom** | *Evidence:* "you can make your own drinks decorate them how you like"

### Top Complaints (Impact Areas)
- **Excessive Advertising** | *Evidence:* "Just there are too many adds"
- **Gameplay Loop Frustration** | *Evidence:* "too many 'do what you want' orders. I actually want to make an order."

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