additional_features
["Persona-based free-text simulation, including uncertainty, avoidance, and natural nonresponse"]
example_commands
["Evaluate this questionnaire item by item (clarity/cognitive burden/sensitivity/leading wording) and simulate natural responses from 5 personas.", "Check whether this item triggers social desirability bias, then propose neutral alternative wording and a better response scale."]
gpt_id
g-69379a30085481919ff76da42c97fa1f
ideal_use_cases
["Pre-launch questionnaire review (pretest / cognitive walkthrough)", "Checking and reducing social-desirability pressure in sensitive items", "Assessing fatigue and cognitive burden for mobile-first surveys", "Spotting wording/interpretation risks for multilingual or multicultural audiences"]
limitations
["Outputs are simulated (not real respondent data); confirm with pilots and field validation.", "If context (audience/purpose/channel) is missing, recommendations may be more generic."]
target_users
["Researchers and questionnaire designers (UX, marketing, social science)", "Insights / data teams responsible for survey quality", "Product and service planners running user research"]