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Concept Screener

Concept

Synthetic 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.