Unified sentiment signals across support, reviews, social, and in-app feedback
| Theme | Mentions (7d) | Avg Sentiment | Churn Lift | Resolution Cycle | Status |
|---|---|---|---|---|---|
| Mobile app crashes on iOS 17 | 284 | -42 | 2.8x | 18 days | Critical |
| Export feature missing filters | 156 | -28 | 1.6x | 32 days | Monitor |
| Onboarding tutorial confusion | 203 | -18 | 1.3x | 28 days | Monitor |
| API rate limits too restrictive | 97 | -22 | 1.9x | 41 days | Monitor |
| Dashboard load time slow | 142 | -12 | 1.1x | 22 days | Tracked |
| Love new collaboration features | 318 | +56 | 0.4x | N/A | Positive |
| Support response time excellent | 276 | +48 | 0.5x | N/A | Positive |
| Pricing transparency appreciated | 189 | +39 | 0.6x | N/A | Positive |
Data sources: Zendesk, Appbot, Brandwatch, Amplitude, Salesforce | Sentiment scoring: AWS Comprehend + BERTopic