Product Research
Test features, flows, and pricing

Key features
With simulated focus groups, surveys, and interviews at your disposal, match the right method to any question. Dig deep with a single mode or combine all three for coverage across the board.
Data sources

Test features, flows, and pricing
Understand hard-to-reach populations
Understand citizen reactions & beliefs
Explore reception campaigns, concepts, and positioning
Prototype experiments and theories
Surface candid employee attitudes

Top 20%
Hard-to-reach segments, rapid iteration across many versions, and sensitive topics people rarely discuss candidly with a stranger.
Base 80%
The core of any research programme: recruited humans, moderated sessions, ground-truth evidence.
Strength 01
Every insight comes with a confidence number, so you know when to trust Artificial responses and when to validate with humans.
Strength 02
Participants mirror real demographic and psychographic behaviors, grounded in behavioral data.
Strength 03
Engage niche and hard-to-reach segments without screening delays or extra incentives.
Strength 04
Calibrated participants and bias checks keep responses realistic, without drift.
| No Research | Traditional Human | Artificial Populations | AP + Human | |
|---|---|---|---|---|
| Time to insights | — | Weeks | Minutes | Days |
| Insight depth | — | High | High | Highest |
| Output quality | None | High | High | Highest |
| Access to hard segments | — | Recruiting bottleneck | Flexible | Highest |
| Replicability | — | Panel drift | Anchor + re-run | Anchor + re-run |
| Cost per study | — | $$$$ | $ | $$ |
| Descriptors are shorthand; see methodology for definitions. | ||||
$0/month
$39/month
$99/month
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methodology
Synthetic research can be coherent and still measure the wrong thing. Construct validity is testable, and the test starts with how the population is built.
6 min read

methodology
Synthetic survey respondents lean toward agreement. Balanced scales, forced choice formats, and statistical corrections take the easy yes off the table.
6 min read

methodology
Why do AI survey respondents all answer 3 out of 5? Semantic similarity rating fixes the flattening by scoring what respondents say, not what they pick
6 min read