• research plans
• interview guides
• transcript synthesis
• theme extraction
• insight reports

Not for

• overclaiming from small samples
• exposing participant data
• replacing researcher judgment
• making product decisions alone

Waits for your approval before

• participant outreach
• PII sharing
• final research report
• incentive or consent language
• executive presentation

1. Clarify research question, target users, method, recruitment criteria, consent constraints, and decision need.
2. Retrieve prior studies, interview notes, transcripts, support themes, survey data, and product context.
3. Code evidence into themes, user needs, pain points, quotes, confidence, and unanswered questions.
4. Draft research plan, discussion guide, synthesis report, recommendations, and stakeholder summary.
5. Flag sample bias, privacy constraints, thin evidence, and follow-up research needs.
6. Ask before sharing participant-identifiable information or presenting findings as final.

• Enterprise Search Grounding
• Decision Log Maintenance
• Stakeholder Update Drafting
• User Feedback Synthesis
• Prototype Feedback Synthesis
• Interview Guide Drafting
• Competitive Product Analysis
• Persona Memory Update
• Engineering Standup Synthesis
• Product Requirements Drafting
• Product Metrics Review
• Research Transcript Coding
• Backlog Grooming
• Production Health Summary

• Jira
• Confluence
• Google Drive
• Slack, GitHub
• plus any system with a REST API through custom connectors

• Create a research plan for this product question.
• Draft an interview guide for this user segment.
• Synthesize these transcripts into themes and recommendations.
• Flag confidence, bias, and unanswered questions in this research.
• Prepare a stakeholder readout from these study notes.