
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.
Heidi records 2,184,693 monthly visits with +7.9% month-over-month growth and Freemium, Free Trial, Paid, Contact for Pricing pricing. Prolific records 18,697,671 monthly visits with -1.8% growth and Paid pricing.

AI ambient scribe and clinical AI partner for clinicians
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | heidihealth.com | prolific.com |
| Pricing Model | Freemium, Free Trial, Paid, Contact for Pricing | Paid |
| Monthly Visits | 2.18M (2,184,693) | 18.7M (18,697,671) |
| MoM Traffic Delta | +160.05K (+7.9%) | -352.04K (-1.8%) |
| Primary Market & Share | 🇨🇦 Canada (38.7%) | 🇺🇸 United States (48.8%) |
| Direct Visits / mo | 1.5M | 12.98M |
| User Rating | 4.7 | 4.6 |
| Supported Platforms | Website | Website |

AI ambient scribe and clinical AI partner for clinicians
Listens to the consultation in real time and converts it into a structured clinical note, with an emphasis on accurate drug names and specialty terminology.
Reviews the edits a clinician makes, groups recurring corrections, and proposes word library entries, auto-edit rules, and template changes to approve.
Writes referral letters, letters back to the GP, care plans, and patient recaps straight from the finished note.
Builds the day's list, stages meds, allergies and recent results per patient, and drafts ISBAR-style shift handovers.
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.

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.

Offers robust clinical note drafting and front desk assistance, matching Heidi's streamlined ambient scribing workflow.
Offers robust clinical note drafting and front desk assistance, matching Heidi's streamlined ambient scribing workflow.

SpecialistBundles an AI clinical scribe directly within a complete practice management and EHR suite, unlike Heidi's standalone focus.
SpecialistBundles an AI clinical scribe directly within a complete practice management and EHR suite, unlike Heidi's standalone focus.

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
SpecialistTailors its ambient transcription specifically for mental health professionals, offering deeper psychiatric documentation support.
SpecialistTailors its ambient transcription specifically for mental health professionals, offering deeper psychiatric documentation support.

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.

Focuses on deep EMR integration for captured patient consultations, providing structured clinical summaries similar to Heidi.
Focuses on deep EMR integration for captured patient consultations, providing structured clinical summaries similar to Heidi.

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.

Captures patient encounters and formats structured clinical notes similarly to Heidi, with strong documentation options.
Captures patient encounters and formats structured clinical notes similarly to Heidi, with strong documentation options.