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 tierFrom $8 per participant/hour minimum incentive, plus platform fee
PaidWhat 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
Platforms
Fits teams
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.