Prolific records 18,697,671 monthly visits with -1.8% month-over-month growth and Paid pricing. Scribeberry records 107,930 monthly visits with +6.4% growth and Freemium, Free Trial, Paid, Contact for Pricing pricing.
High-quality human data for AI training, evaluation, and research
Ambient AI medical scribe that finishes charting in minutes
| Dimension / Metric | | |
|---|---|---|
| Official Domain | prolific.com | scribeberry.com |
| Pricing Model | Paid | Freemium, Free Trial, Paid, Contact for Pricing |
| Monthly Visits | 18.7M (18,697,671) | 107.93K (107,930) |
| MoM Traffic Delta | -352.04K (-1.8%) | +6.48K (+6.4%) |
| Primary Market & Share | 🇺🇸 United States (48.8%) | 🇨🇦 Canada (97.2%) |
| Direct Visits / mo | 12.98M | 70.4K |
| User Rating | 4.6 | 4.3 |
| Supported Platforms | Website | Website |
High-quality human data for AI training, evaluation, and research
Filter participants by detailed demographic, professional, and behavioural criteria and reach narrow or representative samples rather than a generic crowd.
Collect human preference data for model fine-tuning, run safety evaluations and red-teaming, and use a feedback API to plug humans into automated pipelines.
Attention checks, honesty screening, and approval workflows help filter out careless or fraudulent responses before you analyse results.
Publish a study and begin collecting responses quickly, with tooling that supports screening, quotas, and longitudinal designs.
Ambient AI medical scribe that finishes charting in minutes
Choose how each encounter is captured — fully ambient listening, live dictation, or uploading a recorded file — and get a drafted note in any mode.
Load practice-specific SOAP, MSE, nursing note, referral, and Canadian form templates so output matches the format your clinic already expects.
Smart pull/push and in-chart launch support for Accuro, OSCAR Pro, TELUS CHR, Jane App, Juno, MYLE, MEDFAR, Plexia, Ava, Epic, Oracle Health, athenahealth, eClinicalWorks, and Doximity.
An AI receptionist answers calls, books appointments, and takes intake, while the Berry agent handles chart preparation and follow-up tasks.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
AI ambient scribe and clinical AI partner for clinicians
AI ambient scribe and clinical AI partner for clinicians
AI scribe and front desk that give independent clinics their time back
AI scribe and front desk that give independent clinics their time back
All-in-one EHR and practice management with a free AI scribe
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
Enterprise-grade data annotation and AI alignment workforce, but less self-serve for academic study recruitment and casual surveys.
SpecialistAI data infrastructure for building production-grade models
SpecialistAI data infrastructure for building production-grade models
SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.
SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
AI medical scribe that connects to the whole patient record
HIPAA-compliant AI workspace for healthcare and behavioral health
HIPAA-compliant AI workspace for healthcare and behavioral health
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
