---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "BIAS Pedal"
bundle_id: "com.positivegrid.biasdistortion"
parent_report: "https://marlvel.ai/api/llm/apps/music/bias-pedal"
canonical_url: "https://marlvel.ai/apps/bias-pedal#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — BIAS Pedal User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 104 reviews) {#user-sentiment}
- **Overall Rating:** 4.25/5
- **Platform Split:** iOS 4.3/5 (104 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.25/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Modeling Accuracy**

### Top Complaints (Impact Areas)
- **Tone Cloud Login Failures**
- **Stability and Crashes**

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