AN EARLY-STAGE FOCUS GROUP ALTERNATIVE
Compare drafts before recruiting people.
Use modeled responses to identify unclear questions and promising contrasts. Bring those hypotheses into interviews or a real focus group.
Example messages.
A climbing gym is naming a beginner program: four weekly 90-minute sessions for $120, gear included.
Learn to Climb: 4 weekly sessions, gear included, $120.
First Month on the Wall: 4 guided sessions for new climbers, gear included, $120.
Run a clear comparison.
Use the same audience and product facts for both versions. Choose a question before running: clarity, credibility, interest or preference.
Head-to-head mode shows both texts together. Independent mode scores each separately against the same scale, then compares the scores for each profile.
What the results mean.
Simulation cannot replace lived experience, spontaneous discussion or follow-up questions with real participants.
The survey supplies observed profiles. AI generates the reactions to your text. The included records are unweighted, and the results are not responses collected from people.
Frequently asked questions
How do I start?
Try a free study or open Studio to choose your audience. Paste both texts, add relevant context and run the study.
What should I do with a close result?
Inspect individual responses and revise the contrast. Small score differences are not a significance test. Use real audience feedback or a live experiment to validate consequential decisions.