# Prolific vs Scribeberry

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.

| Metric | [Prolific](https://openaitools.app/tool/prolific-com) | [Scribeberry](https://openaitools.app/tool/scribeberry) |
| :--- | :--- | :--- |
| Website URL | https://prolific.com | https://scribeberry.com |
| Categories | AI Research Tool, AI Developer Tools, AI For Data Analytics | AI Healthcare, AI Transcription, AI Notes Generator |
| Pricing Model | Paid | Freemium, Free Trial, Paid, Contact for Pricing |
| Monthly Visits | 18,697,671 | 107,930 |
| MoM Growth Rate | -1.8% | +6.4% |
| Primary Market | United States | Canada |
| Direct Visits | 12,979,710 | 70,398 |
| Review Score | 4.6 | 4.3 |
| Saved Count | 13 | 3 |
| Supported Platforms | Website | Website |

## Prolific

Prolific operates a marketplace where researchers and organisations post studies and verified participants complete them for payment. The pitch is quality over volume: instead of a massive but unvetted panel, Prolific verifies participants, applies attention and honesty checks, and lets requesters filter by detailed demographic, professional, and behavioural criteria. That makes it possible to target narrow, representative groups — for example coding experts, healthcare professionals, or specific national populations — which matters when a study compares groups or needs to generalise beyond a convenience sample.

In recent years Prolific has leaned heavily into AI. Its AI offering covers human preference data for fine-tuning and reinforcement learning, safety evaluation, red-teaming, and benchmarks across languages and tasks. It also publishes a leaderboard of model quality based on human evaluation, and offers developer-facing tooling such as a human-feedback API, agent workflows, and a Model Context Protocol server so AI pipelines can call for human input programmatically. Alongside this, the original academic and market-research business remains central.

Pricing is usage-based. Requesters pay for participant rewards plus a platform fee, and researchers either fund studies per response or talk to sales for larger programmes and managed services. Because rates depend on study length, targeting criteria, and volumes, published list prices are rare — the platform directs larger customers to a sales conversation.

**Pricing & Plans:** Usage-based for requesters: you pay participant rewards plus a platform fee, with custom quotes for large or managed programmes. Participants earn per completed study; joining is free.

- **Verified, targetable participant pool:** Filter participants by detailed demographic, professional, and behavioural criteria and reach narrow or representative samples rather than a generic crowd.
- **AI data and human feedback:** 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.
- **Built-in data-quality controls:** Attention checks, honesty screening, and approval workflows help filter out careless or fraudulent responses before you analyse results.
- **Fast study launches:** Publish a study and begin collecting responses quickly, with tooling that supports screening, quotas, and longitudinal designs.
- **Participant side with guaranteed pay:** Participants get a clear per-study reward, flexible scheduling, and a minimum pay standard enforced by the platform.

**Strengths:** Strong focus on data quality with verification and attention checks; Granular targeting that supports niche and representative samples; Fast turnaround compared with traditional panel providers; Growing AI-focused tooling including a human-feedback API and MCP server

**Limitations:** Pricing is quote-based for many use cases, which makes budgeting less transparent up front; Participant availability in some narrow demographics can be limited or slower to fill; Costs add up quickly for large multi-country or longitudinal studies

[Profile (Markdown)](https://openaitools.app/tool/prolific-com.md)

## Scribeberry

Scribeberry (also marketed under the spelling Scribeberry, with its assistant branded "Berry") records an encounter ambiently, accepts dictation, or takes an uploaded audio file, then drafts the clinical note before the patient leaves the room. Critically, output follows your own template rather than a generic format: clinics load their SOAP, MSE, nursing note, referral, and Canadian form templates so every note returns in the structure their practice expects. Notes and letters can be pushed into the EMR through smart pull/push integrations or drafted in a browser extension and pasted into web-based systems.

The integration list is unusually deep for a scribe. On the Canadian side it covers Accuro (official marketplace API), OSCAR Pro, TELUS Collaborative Health Record, Jane App, Juno EMR, MYLE, MEDFAR, Healthquest, Intrahealth Profile, Plexia, and Ava EMR; for hospitals and US practices it lists Epic, Oracle Health (formerly Cerner), athenahealth, eClinicalWorks, and Doximity. It also offers an AI receptionist that answers calls and books appointments, a Berry agent for chart preparation and follow-up, and public API documentation with SDKs and integration guides for building custom workflows.

Compliance is central to the pitch: the platform states HIPAA compliance, SOC 2 Type II certification, PIPEDA alignment, Business Associate Agreements, a paid privacy impact assessment service for Canadian clinics, and a downloadable patient consent template to support transparent AI scribing. Clinical resources include a billing guide with ICD-10 and CPT lookup, competitor comparisons, and specialty-specific walkthroughs.

**Pricing & Plans:** Scribeberry is freemium with a free trial and a paid per-clinician subscription; the site advertises an entry price around $99/month per clinician (confirm current tiers on the pricing page). Enterprise and clinic-wide arrangements are negotiated, with tiered licenses, ROI calculators, and a published guide to cost traps. A paid privacy impact assessment (PIA) preparation service and a free trial are also available. Final pricing depends on EMR integration needs and number of providers.

- **Ambient, dictation, and upload capture:** Choose how each encounter is captured — fully ambient listening, live dictation, or uploading a recorded file — and get a drafted note in any mode.
- **Your template, every time:** Load practice-specific SOAP, MSE, nursing note, referral, and Canadian form templates so output matches the format your clinic already expects.
- **Deep EMR and EHR integration:** 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.
- **AI receptionist and Berry agent:** An AI receptionist answers calls, books appointments, and takes intake, while the Berry agent handles chart preparation and follow-up tasks.
- **Compliance and consent tooling:** HIPAA compliance, SOC 2 Type II certification, PIPEDA alignment, BAA availability, a downloadable patient consent template, and PIA preparation support.

**Strengths:** Very broad EMR/EHR coverage, including official marketplace listings and smart pull/push rather than copy-paste alone; Custom template support means notes come back in your practice's own clinical structure; Strong compliance posture for both Canadian and US providers: HIPAA, PIPEDA, SOC 2 Type II, and BAA availability; Backed by published customer stories from 30,000+ clinicians and a public API with SDKs for custom workflows

**Limitations:** Pricing is per clinician and can add up for larger clinics, with enterprise terms requiring a demo and quote; The breadth of integrations means setup and template configuration take real onboarding effort; Some advanced capabilities, such as PIA preparation and hospital integrations, are gated behind sales conversations

[Profile (Markdown)](https://openaitools.app/tool/scribeberry.md)

## Frequently Asked Questions

### How do Prolific and Scribeberry compare in monthly traffic?

Prolific has 18,697,671 monthly visits, while Scribeberry has 107,930. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Prolific has a month-over-month growth rate of -1.8%; Scribeberry has +6.4%.

### How does pricing compare?

Prolific: Paid. Usage-based for requesters: you pay participant rewards plus a platform fee, with custom quotes for large or managed programmes. Participants earn per completed study; joining is free. Scribeberry: Freemium, Free Trial, Paid, Contact for Pricing. Scribeberry is freemium with a free trial and a paid per-clinician subscription; the site advertises an entry price around $99/month per clinician (confirm current tiers on the pricing page). Enterprise and clinic-wide arrangements are negotiated, with tiered licenses, ROI calculators, and a published guide to cost traps. A paid privacy impact assessment (PIA) preparation service and a free trial are also available. Final pricing depends on EMR integration needs and number of providers.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Branded](https://openaitools.app/tool/gobranded-com) | 3,704,728 | +6.6% | Contact for Pricing | Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning. | [.md](https://openaitools.app/tool/gobranded-com.md) |
| 2 | [Heidi](https://openaitools.app/tool/heidi) | 2,184,693 | +7.9% | Freemium, Free Trial, Paid, Contact for Pricing | AI ambient scribe and clinical AI partner for clinicians | [.md](https://openaitools.app/tool/heidi.md) |
| 3 | [Freed AI Medical Scribe](https://openaitools.app/tool/freed-ai-medical-scribe) | 1,030,047 | +8.3% | Free Trial, Paid, Contact for Pricing | AI scribe and front desk that give independent clinics their time back | [.md](https://openaitools.app/tool/freed-ai-medical-scribe.md) |
| 4 | [Carepatron](https://openaitools.app/tool/carepatron) | 932,071 | +13.7% | Freemium | All-in-one EHR and practice management with a free AI scribe | [.md](https://openaitools.app/tool/carepatron.md) |
| 5 | [Labelbox](https://openaitools.app/tool/labelbox) | 762,803 | -22.8% | Contact for Pricing | The environments frontier AI trains on, and the agents that do the recurring work | [.md](https://openaitools.app/tool/labelbox.md) |
| 6 | [Appen](https://openaitools.app/tool/appen-com) | 665,840 | +0.2% | Contact for Pricing | Enterprise-grade data annotation and AI alignment workforce, but less self-serve for academic study recruitment and casual surveys. | [.md](https://openaitools.app/tool/appen-com.md) |
| 7 | [SuperAnnotate](https://openaitools.app/tool/super-annotate) | 386,034 | +37.4% | Free Trial, Contact for Pricing | AI data infrastructure for building production-grade models | [.md](https://openaitools.app/tool/super-annotate.md) |
| 8 | [Voxpopme](https://openaitools.app/tool/voxpopme-com) | 301,522 | +38.5% | Contact for Pricing | Specializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels. | [.md](https://openaitools.app/tool/voxpopme-com.md) |
| 9 | [Emporia Research](https://openaitools.app/tool/emporia-research) | 270,281 | -0.6% | Contact for Pricing | Sources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels. | [.md](https://openaitools.app/tool/emporia-research.md) |
| 10 | [Lyrebird Health](https://openaitools.app/tool/lyrebird-health) | 222,779 | -15.9% | Freemium, Contact for Pricing | AI medical scribe that connects to the whole patient record | [.md](https://openaitools.app/tool/lyrebird-health.md) |

---
Source: https://openaitools.app/compare/prolific-com-vs-scribeberry

More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)