Prolific

Prolific

Prolific is a platform that connects AI developers, researchers, and organizations with verified human participants for high-quality data collection and feedback.

Follow
Tags
SAASAI APIArtificial Intelligencepricing:free
Last Updated Oct 20, 2026
Prolific screenshot

About

Prolific is a human data collection platform that connects AI developers, academic and market researchers, and other organizations with verified participants. The core problem it addresses is the difficulty of sourcing reliable human feedback and behavioral data: technical benchmarks often miss real-world relevance, and ad hoc participant recruitment frequently suffers from unrepresentative samples and inconsistent data quality.

At a high level, Prolific lets teams design studies, recruit from a pool of over 300,000 active participants using more than 300 audience filters, and collect responses through a pay-as-you-go platform or fully managed services. It supports representative and quota sampling, custom screening, and API plus no-code integrations. An AI-powered quality system called Protocol runs more than 40 checks during onboarding and ongoing participation to verify identity and behavior. Prolific also publishes HUMAINE, a human-centered benchmark and leaderboard for large language models, and maintains open source tooling on GitHub.

Key Features

Verified participant pool: Access to 300,000+ active participants, with over a million people on the waitlist, spanning general populations and specialist groups.
AI evaluation and training: Human feedback from representative populations for preference tuning, safety evaluations, and defensible benchmarks, including RLHF and domain-specific tasks.
Data quality monitoring: The Protocol system runs 40+ identity and behavioral checks during onboarding and data collection to keep the participant pool verified.
Audience targeting: More than 300 audience filters, representative and quota samples, and custom screening let researchers reach the exact demographics they need.
Domain experts: A network of verified specialists in STEM, healthcare, programming, and other fields, available via the self-service platform or managed delivery.
Developer integrations: API access, no-code options, and a public GitHub repository (prolific-oss) with tools, demos, and examples for AI tasks and surveys.
HUMAINE benchmark: A published human-centered evaluation framework and live leaderboard measuring how frontier language models perform with real people.

Pricing & Fees

  • Pricing: The self-service Platform plan is pay-as-you-go with no monthly fees; a free account is available to get started. Managed services are priced as custom quotes.
  • Free tier: Researchers and AI teams can sign up for free and estimate costs with an online price calculator before committing.
  • Managed services option: Expert-led data collection with dedicated quality assurance, custom sourcing campaigns, participant onboarding, shared Slack channels, and data analysis and reporting.
  • Domain expert offerings: Verified specialists in healthcare, coding, and other domains can be recruited through the platform or via fully managed delivery.
  • Documentation and support: Help centers for research, AI, and participant questions, plus email support on the Platform plan.

Who It's For

Prolific serves AI and machine learning teams collecting human feedback for model fine-tuning, alignment work, safety evaluations, and benchmark construction. It is also used by academic researchers running behavioral studies and surveys, and by market and product researchers who need representative or tightly screened samples. Organizations that lack the operational capacity to manage recruitment themselves can use the managed services tier, where a dedicated project team handles study design, sourcing, quality assurance, and reporting. Individuals can join as paid participants in online studies.

FAQ

What is Prolific?Prolific is a platform that connects AI developers, researchers, and organizations with verified participants to collect high-quality human data for AI training, evaluation, and research studies.

How much does Prolific cost?The self-service Platform plan is pay-as-you-go with no monthly fees and a free sign-up option; Managed services are sold as custom quotes through the sales team.

Are Prolific participants genuine?Yes. The platform maintains entry standards and uses Protocol, an AI-powered monitoring system running more than 40 checks, to verify identity at onboarding and analyze behavior during participation; researchers also control submission approval and rejection.

Can Prolific be connected to other tools?Yes. It offers an API, no-code integrations, and open source resources on GitHub, including a CLI, demos, and examples for AI tasks, surveys, and human data collection.

How does Prolific compare to alternatives like Cint, Respondent, or Dynata?Prolific publishes direct comparison pages against these providers on its site, emphasizing instant access to verified participants, transparent pricing, and fast response collection; readers should review those pages and evaluate their own requirements.