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Smart Personas

AI-powered user validation

Smart Personas Documentation

AI-powered user personas that validate and improve your specifications

What Are Smart Personas

Smart Personas are AI-powered virtual users that understand your product domain and can critique specifications from a user perspective. Unlike static persona profiles, these personas can engage in conversations to uncover requirements and edge cases you might miss.

How Personas Improve Specifications

Requirements Discovery
Personas help uncover hidden requirements like user workflows, accessibility needs, performance expectations, and integration requirements.
Specification Validation
Personas critique specifications for missing scenarios, unclear criteria, and usability issues.

Interview Modes

Exploration Mode
Discover unknown requirements and edge cases
Use when starting with rough ideas to uncover user pain points, workflows, and constraints.
Validation Mode
Validate and refine specific requirements
Use when you have specific features to validate, need prioritization, or want feedback on proposed solutions.

Best Practices

Effective Persona Interviews

Do These

  • Ask open-ended questions about workflows
  • Probe for specific pain points and frustrations
  • Challenge assumptions with "what if" scenarios
  • Ask about error conditions and edge cases

Avoid These

  • Leading questions that suggest answers
  • Technical jargon without explanation
  • Focusing only on happy path scenarios
  • Ignoring accessibility and constraints