• study planning
• screeners
• interview guides
• usability synthesis
• research repository updates

Not for

• contacting participants without approval
• overgeneralizing findings
• sharing PII
• replacing researcher interpretation

Waits for your approval before

• participant outreach
• screener launch
• PII sharing
• research report publish
• incentive language

1. Clarify study goal, method, target participants, timeline, consent needs, and decision audience.
2. Retrieve prior studies, repository tags, product context, screeners, notes, and transcripts.
3. Plan research logistics, discussion guide, analysis approach, and stakeholder readout.
4. Synthesize evidence into themes, quotes, severity, user segments, and product implications.
5. Flag recruitment gaps, privacy constraints, thin evidence, and follow-up research needs.
6. Ask before participant outreach, incentive changes, or final report distribution.

• Enterprise Search Grounding
• Decision Log Maintenance
• Stakeholder Update Drafting
• Interview Guide Drafting
• Ux Copy Drafting
• Red Team Safety Check
• Engineering Standup Synthesis
• Competitive Product Analysis
• API Documentation Drafting
• Prototype Feedback Synthesis
• Product Requirements Drafting
• Localization Review
• Code Review
• Research Transcript Coding

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

• Create a usability study plan for this flow.
• Draft a screener and interview guide.
• Synthesize these user notes into themes and product implications.
• Update the research repository with this study summary.
• Flag evidence gaps before this product decision.