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Concept Screener
ConceptSynthetic AI research agents for pre-UX validation. Test concepts against AI personas before expensive user research.
Technologies
PythonClaude APISynthetic Personas
Concept Screener
Synthetic AI research agents for pre-UX validation. Test concepts against AI personas before expensive user research.
The Problem
User research is essential but expensive:
- Recruiting participants takes weeks
- Each study costs thousands
- Early-stage concepts get minimal validation
- Teams skip research and build on assumptions
The Vision
AI personas for rapid concept validation:
- Synthetic Participants: AI agents that simulate target user segments
- Rapid Screening: Test 10 concepts in hours, not weeks
- Bias Detection: Identify potential issues before real user exposure
- Research Augmentation: Use alongside (not instead of) real research
Status
Concept phase. Exploring persona modeling approaches and validation methodologies.
Important Caveats
This is not a replacement for real user research. Synthetic personas can screen obvious issues and generate hypotheses, but human validation remains essential for high-stakes decisions.