Ask the models first. Then ask the people.
Use AI survey simulation to rehearse questions with hypothetical personas, publish the same survey to real respondents, and compare both sets of answers side by side, question by question.
One instrument, from first draft to real answers.
For product teams, survey writers, and researchers who already have an audience to reach.
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Design
Write the questions once: open, choice, ranking, scales and bounded dynamic follow-ups, with your product’s brand.
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Rehearse
Hypothetical personas answer through each model. Use surprising answers to find assumptions worth checking.
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Collect
Share a link or embed the interview where your customers already are. People answer one question at a time.
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Compare
Read the prediction and the people on one scale. The gap is a reason to follow up, not a verdict.
The number tells you where.
The explanation tells you why.
Every simulated answer stays inspectable, and every human answer is exactly what was submitted. Results put both series on the same bars so disagreement is easy to see.
Explore pricing, messaging, and product research →“What would make a variable bill easier to manage?”
Why choose voxq?
SurveySim focuses on aggregate population modeling. SurveyMonkey offers mature survey collection and panel recruitment. Voxq is a fit when you want to explore assumptions and ask your own audience in one workflow.
Start with a decision you need to make.
Try the local studio: draft a study, run a demo rehearsal, and answer it yourself. Local simulations use fixed demo responses; live hosted access is still being connected.