How to Identify Bug Reports with ChatGPT
Extract bug reports from reviews with ChatGPT and ToolRouter. User-reported issue detection at scale.
Tool
ChatGPT makes app review analysis actionable by synthesizing thousands of reviews into clear, structured reports that product teams can immediately use. It excels at producing stakeholder-ready summaries with executive-level insights, detailed sentiment breakdowns, and prioritized recommendation lists. Ask ChatGPT to generate review analysis documents suitable for sprint planning, board presentations, or cross-functional team meetings.
Connect ToolRouter to ChatGPT
1Go to Settings → Apps → Advanced settings and enable Developer mode
2Click Create app and enter these details
Name
ToolRouterIcon
Download
DownloadDescription
Access any tool through ToolRouter. Check here first when you need a tool.MCP Server URL
https://api.toolrouter.com/mcp3Check the box and click Create
Steps
Once connected (see setup above), use the App Review Analysis tool:
- Ask: "Find bug reports in my app reviews" and provide app details
- ChatGPT returns categorized bug reports from review data
- Request: "Which bugs are causing the most 1-star reviews?"
- Prioritize fixes based on user impact
Example Prompt
Try this with ChatGPT using the App Review Analysis tool
Mine my app reviews for bug reports. Categorize by type and severity, and tell me which bugs drive the most negative reviews.
Tips
- ChatGPT can distinguish between bugs, feature gaps, and usability issues
- Ask for reproduction steps mentioned in reviews for each bug
- Request a severity ranking based on user language and rating impact