Synthetic Panels
Synthetic panels score every concept on appeal, purchase intent, and differentiation, calibrated against real human results so you know exactly how far to trust the read.
Traditional concept tests take weeks and cost enough that teams only test a handful of ideas. The weak concepts survive too long and the bold ones never get a fair read.
Synthetic panels flip the economics: screen everything cheaply and fast, then spend human budget only where the decision is expensive.
Screen dozens of concepts in an afternoon, kill the weak ones early, and only spend human budget on finalists.
Confirm the shortlist with real respondents where the decision is expensive or the call is close.
Every synthetic panel is benchmarked against human data in your category, so the read is anchored to reality.
Synthetic and human results land in a single comparable scorecard, no stitching decks together.
How it works
We construct a synthetic panel calibrated to your category, demographics, and real consumer language.
Each concept is presented to the panel and scored on appeal, purchase intent, and differentiation in minutes.
We benchmark synthetic reads against human results so you know exactly how far to trust each score.
You get a ranked, side-by-side verdict: the winner, the reason it won, and what to test with humans next.
Proven at scale
We've built research for the world's biggest brands since 2017, so we point the right method at the decision in front of you, and prove the synthetic read against humans before you bet on it.
Screen dozens of concepts in an afternoon, kill the weak ones early, and only spend human budget on finalists.
Confirm the shortlist with real respondents where the decision is expensive or the call is close.
Every synthetic panel is benchmarked against human data in your category, so the read is anchored to reality.
Synthetic and human results land in a single comparable scorecard, no stitching decks together.
Trusted by leading CPG & FMCG brands
Related
Deliverable
Validate appeal, purchase intent, and differentiation. Synthetic, human, or both.
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Generate and screen concepts at a scale no human team can match.
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Surface ranked demand spaces from millions of real consumer signals.
Learn moreA synthetic panel is an AI model of a consumer audience, calibrated to a category and demographic, that responds to concepts the way a real panel would. Simporter uses synthetic panels to screen and score concepts in minutes, then validates the strongest ones against human respondents.
Calibrated synthetic panels correlate strongly with human results, typically 90%+ in the categories we benchmark, for relative ranking. We always report the calibration so you know how far to trust each read, and recommend confirming high-stakes decisions with a human panel.
Use synthetic panels to move fast and screen many concepts cheaply, killing weak ideas early. Use human panels to confirm finalists where the decision is expensive or the margin is close. Most teams use both: synthetic to narrow, human to certify.
A first synthetic read lands in minutes to hours rather than the days or weeks a traditional concept test requires, which is why teams use it to screen far more concepts per dollar.
A ranked scorecard across appeal, purchase intent, and differentiation, a side-by-side concept comparison, the synthetic-vs-human calibration, rationale for each score, and a recommended shortlist to validate with humans.