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Synthetic Users Alternative — Synthetic Audience on Real Census Data, Pay Per Use

Synthetic Users lets you interview AI personas on a subscription. If you want a synthetic read that is grounded in a real population rather than free-form personas — a representative audience assembled from US Census and World Bank microdata, returning a weighted distribution plus an honest calibration score — this does it pay-per-use, with no monthly plan.

Synthetic Users vs Synthetic Audience Simulator — AI Survey on Real Census Data
Synthetic UsersSynthetic Audience Simulator — AI Survey on Real Census Data
Pricing modelSubscriptionPay per use — per run
GroundingLLM personasReal census microdata (US Census PUMS, World Bank)
OutputQualitative interviewsWeighted response distribution
Honesty about limitsVariesBack-tested calibration score on every run
Monthly commitmentYesNone
SetupAccount + subscriptionDefine audience and run
Why switch
Frequently asked questions

Does it replace a real survey?

No — it is for fast, cheap directional pre-testing before you pay for a real panel. The calibration score tells you how much to trust each run; validate final decisions with real people.

How is it different from Synthetic Users?

The audience is built from real census microdata and the result is a weighted distribution with a calibration score, rather than qualitative AI-persona interviews — and you pay per run instead of subscribing.

Is it affiliated with Synthetic Users?

No. Independent, pay-per-use.

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