Feature checklists rarely decide anything. What decides it is the pricing metric, who has to write the tests, and which limitation you can live with.
Entry price
From $6 per participant (indicative, plus platform fee)
PaidFrom $199 per month (indicative, per user)
Free tierWhat drives the bill
The metric that actually scales your invoice.
You set the incentive with a fair-pay minimum, plus a percentage service fee. Far cheaper than moderated-research platforms.
Annual plans reduce the effective monthly rate substantially; recruitment is separate.
Free tier
No subscription; pay per participant.
Free plan with limited participants per study.
Open source
Self-hostable
No-code authoring
Languages
Platforms
Fits teams
Adoption
Widely used
Prolific · since 2014
Established
Optimal Workshop · since 2008
Strengths
Limitations
Best for
Survey-based and quantitative studies where data quality matters and budget is limited.
Teams restructuring navigation, taxonomy or content on a large site.
Pricing last reviewed August 2026 and is indicative only — confirm on each vendor’s own page.