---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "PolyBuzz: Chat with Characters"
bundle_id: "ai.socialapps.speakmaster"
parent_report: "https://marlvel.ai/api/llm/apps/entertainment/polybuzz-chat-with-characters"
canonical_url: "https://marlvel.ai/apps/polybuzz-chat-with-characters#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — PolyBuzz: Chat with Characters User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 1,365,433 reviews) {#user-sentiment}
- **Overall Rating:** 4.06/5
- **Platform Split:** iOS 4.4/5 (392,045 ratings) | Android 3.9/5 (973,388 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.06/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Engaging AI Experience** | *Evidence:* "Wonderful Characters and a wonderful pastime once you see past the adds."

### Top Complaints (Impact Areas)
- **Excessive Advertising** | *Evidence:* "Every two seconds there’s basically an ad"
- **Restrictive Content Filtering** | *Evidence:* "most of my responses are blurred just because 'Sensitive content has been automatically filtered'"