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testcritic

Optimal Workshop vs Prolific

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 $199 per month (billed annually, includes 5 launched studies)

Free tier

From $8 per participant/hour minimum incentive, plus platform fee

Paid

What drives the bill

The metric that actually scales your invoice.

Annual plans reduce the effective monthly rate substantially; recruitment is separate.

You set the incentive subject to a fair-pay floor of $8/hour ($12 recommended), then Prolific adds a platform fee — around 42.8% for commercial customers, 33.3% for academic and non-profit. Budget the fee: it is a large fraction, not a rounding error. Still far cheaper than moderated-research platforms.

Free tier

Free plan with limited participants per study.

No subscription; pay per participant.

Open source

Self-hostable

No-code authoring

Languages

Codeless
Codeless

Platforms

Web
Web

Fits teams

Scale-up / mid-marketEnterprise
Solo / side projectStartupScale-up / mid-marketEnterprise

Adoption

Established

Optimal Workshop · since 2008

Widely used

Prolific · since 2014

Strengths

  • The reference tool for card sorting and tree testing; the analysis visualisations are excellent.
  • Tree testing validates navigation before any build effort is spent.
  • Well-established methodology support and training material.
  • Notably better data quality than generic survey panels.
  • Fine-grained prescreening across hundreds of demographic attributes.
  • No subscription — pay only for what you run.

Limitations

  • Narrow scope — it does not do usability testing of interfaces.
  • Expensive per seat for occasional use.
  • Interface is dated in places.
  • Recruitment only; you supply the study and the tooling.
  • Skewed towards students and younger, online-native participants.
  • Not suited to recruiting senior enterprise decision-makers.

Best for

Teams restructuring navigation, taxonomy or content on a large site.

Survey-based and quantitative studies where data quality matters and budget is limited.

Pricing last reviewed August 2026 and is indicative only — confirm on each vendor’s own page.