
Matches vetted domain experts with remote AI training and engineering roles using AI-driven vetting.
Matches vetted domain experts with remote AI training and engineering roles using AI-driven vetting.
Autify records 60,130 monthly visits with +6% month-over-month growth and Contact for Pricing pricing. Outlier AI records 10,372,036 monthly visits with +7.6% growth and Paid pricing.

AI testing platform for the entire software testing lifecycle
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | autify.com | outlier.ai |
| Pricing Model | Contact for Pricing | Paid |
| Monthly Visits | 60.13K (60,130) | 10.37M (10,372,036) |
| MoM Traffic Delta | +3.38K (+6%) | +736.51K (+7.6%) |
| Primary Market & Share | 🇯🇵 Japan (34.3%) | 🇺🇸 United States (21.6%) |
| Direct Visits / mo | 21.14K | 5.82M |
| User Rating | 4.2 | 3.8 |
| 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.

Get paid to train the next generation of AI models
After skill screening, contributors are matched to projects that fit their domain, from coding and math to linguistics and medicine.
No minimum hours and fully remote work, so experts can fit tasks around study, research or a primary job.
Typical work includes writing hard prompts, producing grading rubrics, ranking competing answers and reviewing model reasoning.
Contributors are paid for approved work each week, with rewards that scale with the quality of their output.

Matches vetted domain experts with remote AI training and engineering roles using AI-driven vetting.
Matches vetted domain experts with remote AI training and engineering roles using AI-driven vetting.

Offers crowdsourced data collection and annotation services, operating on a broader task-based crowdsourcing model.
Offers crowdsourced data collection and annotation services, operating on a broader task-based crowdsourcing model.

Connects AI research labs with human subject matter experts for specialized evaluation and data annotation tasks.
Connects AI research labs with human subject matter experts for specialized evaluation and data annotation tasks.
Free / Open-sourceGenAI-native end-to-end QA agent that plans, writes and heals tests in plain language

Established enterprise data annotation provider offering large-scale human validation and alignment services for AI models.

SpecialistHosts AI hackathons and community building events rather than freelance data annotation work.
SpecialistHosts AI hackathons and community building events rather than freelance data annotation work.

Provides enterprise-grade human data and RLHF evaluation, connecting expert annotators with leading AI labs.
Provides enterprise-grade human data and RLHF evaluation, connecting expert annotators with leading AI labs.
Free / Open-sourceLarge open community hub for data science and machine learning practitioners to collaborate and network.
Free / Open-sourceLarge open community hub for data science and machine learning practitioners to collaborate and network.
Free / Open-sourceAI-augmented quality platform for web, mobile, API and desktop testing
Free / Open-sourceAI-augmented quality platform for web, mobile, API and desktop testing
Free / Open-sourceAgentic end-to-end testing that writes, runs and heals your test suite
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-sourceWrite end-to-end test automation in plain English, no code required
Free / Open-sourceAgentic AI QA engineer for web, iOS, and Android testing
Free / Open-sourceAgentic AI QA engineer for web, iOS, and Android testing