Hi Product Hunt 👋

I kept running into the same wall. I wanted a number I could actually put in a piece — how many people prefer X over Y, and why the rest said no — and the only two options were "make it up with an LLM" or "$3,500 for a real panel."

So I built MoeVox.

You describe the question and the audience. MoeVox writes the survey (single choice, scale, open text), then ~1,000 AI respondents answer it. Each respondent is built from a record in the U.S. Census Bureau's ACS PUMS dataset, not invented from thin air, so every figure comes with demographics attached. About two minutes later you get a structured report: the winner, the response distribution, the drivers behind each option, and the top concerns in the respondents' own words.

Then you can cite it. Every report has a public link, and the raw sample data downloads as Excel or JSON — that part matters to me, because a stat you can't audit is just a nicer-sounding guess.

Two honest caveats: this is AI-simulated response, not a human panel, so treat it as directional evidence and use it where you'd otherwise be guessing. And we're U.S.-population based today.

I'd love feedback on the report format — what's missing when you'd actually paste a number into your draft? Happy to answer anything.

Hi Product Hunt 👋

I kept running into the same wall. I wanted a number I could actually put in a piece — how many people prefer X over Y, and why the rest said no — and the only two options were "make it up with an LLM" or "$3,500 for a real panel."

So I built MoeVox.

You describe the question and the audience. MoeVox writes the survey (single choice, scale, open text), then ~1,000 AI respondents answer it. Each respondent is built from a record in the U.S. Census Bureau's ACS PUMS dataset, not invented from thin air, so every figure comes with demographics attached. About two minutes later you get a structured report: the winner, the response distribution, the drivers behind each option, and the top concerns in the respondents' own words.

Then you can cite it. Every report has a public link, and the raw sample data downloads as Excel or JSON — that part matters to me, because a stat you can't audit is just a nicer-sounding guess.

Two honest caveats: this is AI-simulated response, not a human panel, so treat it as directional evidence and use it where you'd otherwise be guessing. And we're U.S.-population based today.

I'd love feedback on the report format — what's missing when you'd actually paste a number into your draft? Happy to answer anything.

MoeVox

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