How to Track Review Trends with OpenClaw
Monitor review trends with OpenClaw and ToolRouter. Track app feedback evolution over time.
Tool
OpenClaw processes app reviews at scale with a systematic, batch-oriented approach that is ideal for regular monitoring cycles. Run sentiment analysis, feature request extraction, and bug report identification in sequence to produce a complete review intelligence report in one session. Its automated workflow is particularly effective for teams that want to establish a monthly or quarterly review analysis cadence without manual overhead.
Connect ToolRouter to OpenClaw
1Install the CLI
npm install -g toolrouter-mcp2Call tools directly from OpenClaw
toolrouter-mcp call web-search search --query "AI tools"
toolrouter-mcp toolsSteps
Once connected (see setup above), use the App Review Analysis tool:
- Ask OpenClaw: "Track review trends for my app"
- OpenClaw returns trend analysis across time periods
- Identify improving and worsening themes
- Adjust your product priorities based on the trends
Example Prompt
Try this with OpenClaw using the App Review Analysis tool
Show me how my app review themes have evolved over the past quarter. Are we making progress on the issues users complained about?
Tips
- Positive trends validate your product decisions -- share these with your team
- Negative trend reversals after a fix confirm the fix worked
- Watch for new negative themes emerging alongside improvements in old ones