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Synthetic buyers vs real survey panels: what each is good for

AI-simulated buyers are fast and cheap; real panels are real. What the research and our own tests show, and which to use for which question.

AskThousand · Updated 17 October 2026

"Synthetic" buyers are AI models asked to answer as a specific kind of person would: a 34-year-old parent in Ohio with a set budget, for example. Real panels pay real people to answer. Both are useful, and they are good at different questions. AskThousand gives you both: simulated buyers for a fast read on your page, and a free A/B poll where real people vote.

What the research says

A 2025 study by Maier and colleagues asked AI personas the purchase-intent questions from 57 real personal-care product surveys (9,300 human responses). Using a method where each persona answers in its own words and the answer is matched to a five-point scale, the AI reached about 90% of the consistency real people show with themselves when asked twice. It captured some group patterns well, such as age and income, but not others, such as gender and region.

Which to use for which question

Your questionBest toolOn AskThousand
Why might people not buy this?Simulated buyers: fast, many reasonsFree test, under a minute
Does my price look high next to competitors?Simulated buyers, with competitor pricesFree test
What is missing from my description?Simulated buyersFree test
Which of these photos will people pick?Real people's votesFree A/B poll
What does a narrow niche think?Real people from that nicheShare a free A/B poll in that community
How many units will I sell?A small real launchTest first, then launch small

Strengths and limits

Synthetic buyers

Real panels

A sensible way to combine them

  1. Use synthetic buyers to fix the obvious. Price, title, description, missing details. Re-run until the objections are minor.
  2. Use real people for the final visual choice. Main image, packaging, logo.
  3. Use real sales for the final answer. Launch small and measure conversion.

Questions

Are synthetic survey respondents accurate?

For purchase intent on product concepts, research has found AI personas close to real people on average, with weaker results for some subgroups. Use them as a fast first read, then let real people make the visual calls.

What is a synthetic panel?

A set of AI-simulated respondents, each given a profile such as age, income, region and habits, who answer the same questions a real panel would.

Is a real panel always better?

Not always. Real panels cost money per answer and take longer. For most sellers, simulated buyers for the page plus a free real-people poll for the visuals covers the same ground.

Check your product page in under a minute.

100 simulated buyers matched to your product's audience read your title, price and description and tell you who would buy, who would pass and why. Free, no account.