How it works, and where it stops.

We would rather you trust this tool for the right reasons than oversell it. Here is what happens under the hood, what it is genuinely useful for, and the honest limits you should hold it to.

The five steps, in plain terms

A survey, a panel, a distribution.

Step 1Your idea and decision go through a quick specificity check: a lightweight AI pass that flags vague inputs before you spend anything.

Step 2From your description we infer a plausible target audience, which you then correct: markets, ages, roles, and how sceptical the panel should be.

Step 3A short structured survey is generated for your specific decision.

Step 4Each simulated persona answers it independently, shaped by the audience profile you set, and can be probed with follow-up questions.

Step 5Their responses are aggregated into a decision memo: the verdict, the evidence, the strongest objection, the segment that cares most, and the one test to run next.

Why a panel beats a single answer

One model gives one confident answer that shifts every time you re-ask.

A panel does something different: it holds the survey and the audience constant, varies the personas, and reports the distribution. What you read is not one opinion but a spread, with the segment that cares most named.