User Feedback Insights Agent
An AI agent that reads thousands of ChatGPT app reviews and reports what users complain about most, how common each complaint is, and real quotes for each one.
- Login problems are 5% of all reviews but 22% of 1–2 star reviews
- Accuracy checked against 100 reviews I labelled by hand (F1 score 0.78–0.80)
- Every quote is matched word for word to a real review, and all numbers are calculated in code, not by the AI
Top complaints in negative and mixed reviews (likely range in brackets)
| Theme | Share |
|---|---|
| Incorrect, hallucinated or outdated answers | 31% (27–35) |
| Crashes, errors and connectivity | 20% (17–24) |
| Missing features vs web version † | 17% (13–20) |
| Pricing, subscription and usage limits | 15% (12–19) |
| Image generation and multimodal | 13% (10–17) |
| Login, sign-up and account problems | 11% (9–14) |
Based on 1,500 of 30,308 ChatGPT Android reviews (Jul 2023 – Aug 2024), sampled evenly across star ratings. † Likely over-counted.