
SpecialistThe AI coding agent for building ambitious software
SpecialistThe AI coding agent for building ambitious software
Prolific records 18,697,671 monthly visits with -1.8% month-over-month growth and Paid pricing. Refraction records 2,383 monthly visits with +6.5% growth and Freemium, Free Trial, Paid, Contact for Pricing, Free pricing.

AI code assistant for refactoring, tests, docs and conversion
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | prolific.com | refraction.dev |
| Pricing Model | Paid | Freemium, Free Trial, Paid, Contact for Pricing, Free |
| Monthly Visits | 18.7M (18,697,671) | 2.38K (2,383) |
| MoM Traffic Delta | -352.04K (-1.8%) | +146 (+6.5%) |
| Primary Market & Share | 🇺🇸 United States (48.8%) | 🇮🇳 India (70%) |
| Direct Visits / mo | 12.98M | 928 |
| User Rating | 4.6 | 4.4 |
| 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.

AI code assistant for refactoring, tests, docs and conversion
Pick from over 20 actions including bug detection, refactoring, style checking, type annotation, debug statements, literal extraction and code explanation.
Turn any pasted source code into a test suite for your chosen framework, or generate documentation inline so the code explains itself.
Translate code between 56 languages and convert stylesheet rules from one CSS framework to another, including Tailwind-style conversions.
Describe what you need in plain English and get Mermaid diagrams, SQL queries, regex patterns, CSP headers or CI/CD pipeline definitions.

SpecialistThe AI coding agent for building ambitious software
SpecialistThe AI coding agent for building ambitious software

Free / Open-sourceWrite code with precision, hand bigger jobs to agents, and keep working from anywhere
Free / Open-sourceWrite code with precision, hand bigger jobs to agents, and keep working from anywhere
SpecialistAn agentic coding platform that ships real software

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.

SpecialistThe coding agent that learns your coding taste
SpecialistThe coding agent that learns your coding taste
Free / Open-sourceA minimal, extensible terminal coding agent you can reshape
Free / Open-sourceA minimal, extensible terminal coding agent you can reshape

AI code review, PR triage, and security monitoring for fast-moving teams
AI code review, PR triage, and security monitoring for fast-moving teams

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.
Baidu's ERNIE-powered AI coding partner for your IDE

SpecialistAI data infrastructure for building production-grade models
SpecialistAI data infrastructure for building production-grade models
Agentic coding with parallel AI agents that build and ship real products
Agentic coding with parallel AI agents that build and ship real products