KNOWHOW Agent
From interview materials to traceable research reports
A guided human-in-the-loop workflow that takes research materials toward reviewed insights, value propositions, and reports.
Development practice: AI-assisted development brought the end-to-end workflow together quickly; real research steps guided checks of generated analysis and human review.
Public-safe recreation based on actual interfacesThe context
Move research materials toward evidence-backed conclusions through a traceable workflow.
Research moves from source material through emerging insights and human review before it becomes a clear deliverable. The product interface makes those stages explicit.
What we built
Five connected stages—clean, analyze, validate, value proposition, and report—help researchers review and advance their work step by step.
One project across five research stages
The workspace connects cleaning, insight, validation, value proposition and reporting. Researchers can inspect sample states, stage progress and versions, then continue from the next action.
- Five-stage research workflow
- Sample and version visibility
- Clear next actions
Public-safe recreation based on actual interfacesAI surfaces patterns. People validate them.
Materials become themed analysis. The validation view puts source evidence, insights and revisions together so researchers can review, edit and decide what enters the project sample set.
- Themed insights from source material
- Evidence beside interpretation
- Traceable human validation
Public-safe recreation based on actual interfacesConfirmed findings become a report
Validated insights feed the value proposition and report. Structured reading, version history and Markdown, Word and PDF exports make the result usable beyond the tool.
- Value proposition development
- Report versions and traceability
- Markdown / Word / PDF export
Public-safe recreation based on actual interfaces