Review Analysis
VerifiedAnalyze customer reviews, complaints, and feedback to find patterns, root causes, and action priorities. Use when summarizing reviews for products or service...
$ Add to .claude/skills/ About This Skill
# Review Analysis
Turn messy feedback into a short decision memo.
Workflow
- Define the review set.
- - marketplace reviews
- - app reviews
- - support complaints
- - refund / return notes
- Group the feedback.
- - product quality
- - expectation mismatch
- - shipping / service
- - feature gaps
- - trust / claim issues
- Identify patterns.
- - frequency
- - severity
- - likely root cause
- - whether the issue belongs to product, content, offer, or operations
- Recommend actions.
- - fix now
- - monitor
- - rewrite messaging
- - escalate to product / ops
Output format
- Return:
- top patterns
- evidence snippets
- likely root cause
- severity / urgency
- recommended actions
Quality bar
- Separate loud anecdotes from repeat patterns.
- Keep evidence snippets short and representative.
- Distinguish product issues from expectation-setting issues.
- Avoid over-claiming root cause certainty.
Resources
Read `references/output-template.md` for the standard report layout.
Use Cases
- Review pull requests with systematic checklist-based analysis
- Analyze user reviews and feedback for sentiment and key themes
- Summarize multiple reviews into key insights and trends
- Provide structured feedback with clear improvement suggestions
- Evaluate quality against defined standards and best practices
Pros & Cons
Pros
- +Integrates into existing development workflows without disruption
- +Improves development velocity through automation and best practices
- +Clear documentation makes it easy to get started and integrate
Cons
- -Adds another tool to the development stack that needs maintenance
- -May overlap with functionality already provided by IDE or other tools
FAQ
What does Review Analysis do?
Analyze customer reviews, complaints, and feedback to find patterns, root causes, and action priorities. Use when summarizing reviews for products or service...
What platforms support Review Analysis?
Review Analysis is available on Claude Code, OpenClaw.
What are the use cases for Review Analysis?
Review pull requests with systematic checklist-based analysis. Analyze user reviews and feedback for sentiment and key themes. Summarize multiple reviews into key insights and trends.
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Next Step
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