AUDIENCE SIMULATION FOR SHORT-FORM COPY
Compare short messages with enough context.
A few words can omit the offer, reader task or intended action. Supply that context separately and keep it unchanged across your tweet, caption or headline alternatives.
Example messages.
A farmers market adds Wednesday evening hours, 4 to 7 p.m., starting October 1, alongside its existing Saturday market.
Now open Wednesdays, 4 to 7 p.m., starting Oct 1.
Shop the market after work. Wednesdays 4 to 7 p.m. from Oct 1.
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.
Short text does not eliminate uncertainty. Profiles contain observed demographics and one day of activities, not a complete account of a person’s preferences.
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.