
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Autify records 60,130 monthly visits with +6% month-over-month growth and Contact for Pricing pricing. Prolific records 18,697,671 monthly visits with -1.8% growth and Paid pricing.

AI testing platform for the entire software testing lifecycle
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | autify.com | prolific.com |
| Pricing Model | Contact for Pricing | Paid |
| Monthly Visits | 60.13K (60,130) | 18.7M (18,697,671) |
| MoM Traffic Delta | +3.38K (+6%) |
| -352.04K (-1.8%) |
| Primary Market & Share | 🇯🇵 Japan (34.3%) | 🇺🇸 United States (48.8%) |
|---|
| Direct Visits / mo | 21.14K | 12.98M |
|---|
| User Rating | 4.2 | 4.6 |
|---|
| Supported Platforms | Website | Website |
|---|

AI testing platform for the entire software testing lifecycle
An autonomous agent that uses natural language and visual recognition to generate and execute end-to-end tests across web, mobile, and desktop apps.
Generative-AI test design that moves from product requirements and source code to structured features, testing viewpoints, and detailed test cases.
Build and maintain automated tests without scripting, using flexible, self-healing locators that adapt as the application changes.
Support for end-to-end, regression, smoke, functional, and visual testing, including tricky targets like Salesforce and Canvas/WebGL apps.
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.
Free / Open-sourceGenAI-native end-to-end QA agent that plans, writes and heals tests in plain language


SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
#3
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

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.

Free / Open-sourceAI-augmented quality platform for web, mobile, API and desktop testing

Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.

Free / Open-sourceAgentic end-to-end testing that writes, runs and heals your test suite

Free / Open-sourceWrite end-to-end test automation in plain English, no code required
Free / Open-sourceAgentic AI QA engineer for web, iOS, and Android testing
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
SpecialistAI data infrastructure for building production-grade models
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.
Free / Open-sourceAI-augmented quality platform for web, mobile, API and desktop testing
Free / Open-sourceOpen-source data labeling and evaluation platform for AI workflows, but requires bringing your own annotation workforce.
Free / Open-sourceAgentic end-to-end testing that writes, runs and heals your test suite
Free / Open-sourceWrite end-to-end test automation in plain English, no code required
Free / Open-sourceAgentic AI QA engineer for web, iOS, and Android testing