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Get High-Quality AI Training Data At Scale for AI Research | Prolific
Prolific is a technology platform that enables researchers, AI developers, and organizations to quickly collect high-quality, human-derived data from a large global pool of vetted and fairly paid participants for research, behavioral studies, user research, and AI model training. The platform offers
"Quality data. From real people. For faster breakthroughs."

Get High-Quality AI Training Data At Scale for AI Research | Prolific
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Comparing 4 AI tools.
| Feature | ||||
|---|---|---|---|---|
Upvotes | 83 | 82 | 291 | 242 |
Avg. Rating | 4.0 | 4.0 | 4.5 | 5.0 |
Slogan | Quality data. From real people. For faster breakthroughs. | Build, train, and deploy custom ML and generative AI models on Google Cloud—no expertise required. | Chat, create, and manage AI characters—powerful automation, privacy, and control for everyone. | Start building with Gemini: the fastest way to experiment and create with Google's latest AI models. |
Category | ||||
Pricing Model | Pay-per-Use Contact for Pricing | Freemium Pay-per-Use Enterprise Contact for Pricing | Freemium Pay-per-Use Enterprise Contact for Pricing | Free Pay-per-Use |
Pricing Details | No subscription fees. Researchers pay per study: at least $8/hour participant pay (recommended $12/hour)+platform fee (33.3% academic/non-profit, 42.8% corporate). Managed services are contact for pricing. No free or freemium tier. | Free tier with $300 credits. Pay-per-use: AutoML model training from $3.465/node hour, deployment from $1.375/node hour, custom model training from $0.218/hour. Imagen from $0.0001/image. Gemini generative models from $1.25/million input tokens. Some advanced/enterprise features 'Contact for Pricing'. All amounts in USD. | Free tier allows 40 messages/day; Pro plan $14/month or $11/month if billed annually; Team plan $39/month or $32/month if billed annually; third-party APIs (e.g. OpenAI, Anthropic) via pay-per-use; Enterprise/custom pricing available. | Google AI Studio is completely free for interactive usage. Pay-per-Use pricing applies for higher API usage, advanced features, and when integrating via the Gemini API or enabling Cloud Billing. No subscription or enterprise plans are currently listed for AI Studio itself. |
Platforms | ||||
Target Audience | Scientists, Students, Educators, AI Enthusiasts, Software Developers, Marketing Professionals, Product Managers, Entrepreneurs | Software Developers, Scientists, Entrepreneurs, Educators, Students, Business Executives, AI Enthusiasts, Product Managers | AI Enthusiasts, Software Developers, Content Creators, Marketing Professionals, Business Executives, Entrepreneurs, Educators, Students, Customer Service, Product Managers, Healthcare Providers | Software Developers, Scientists, Product Managers, Entrepreneurs, Educators, Students, AI Enthusiasts, Content Creators |
Website |
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Use this page as a starting point to evaluate Prolific alongside similar options. Our directory focuses on practical details that matter for adoption—capabilities, pricing signals, integrations, and real audiences—so you can shortlist with confidence and move from exploration to evaluation faster.
For a structured head‑to‑head, try the comparison view: Compare AI tools. To stay current with launches, model updates, and research breakthroughs, visit AI News. New to the space? Sharpen your understanding with AI Fundamentals.
Before adopting any tool, model your total cost at expected usage, verify integration coverage and API quality, and review privacy, security, and compliance. A short pilot on a real workflow will reveal reliability and fit quickly. Bookmark this site to track updates to Prolific and the broader ecosystem over time.
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Pay-as-you-go pricing means Prolific costs scale with your actual usage. No wasted spend on unused seats or features you don't need yet. Integrations with Plugin/Integration keep work connected.
Official API docs and clear auth flows—ideal for custom automations.
SDKs (e.g., Python and JavaScript/TypeScript) help dev teams launch prototypes quickly.
Developer teams use the API to automate processes and extend internal apps within Prolific.
Launch reviews and retrospectives stay organized in one place.
No subscription fees. Researchers pay per study: at least $8/hour participant pay (recommended $12/hour)+platform fee (33.3% academic/non-profit, 42.8% corporate). Managed services are contact for pricing. No free or freemium tier.
Usage Model: API Calls, Pay-as-You-Go — ensuring you only pay for what you actually use.
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