
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.
Gitlights records 0 monthly visits with -100% month-over-month growth and Free Trial, Paid pricing. Outlier AI records 10,372,036 monthly visits with +7.6% growth and Paid pricing.
See each developer's real contribution in the age of AI-generated code
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | gitlights.com | outlier.ai |
| Pricing Model | Free Trial, Paid | Paid |
| Monthly Visits | 0 (0) | 10.37M (10,372,036) |
| MoM Traffic Delta | -1.38K (-100%) | +736.51K (+7.6%) |
| Primary Market & Share | 🌐 Global (—) | 🇺🇸 United States (21.6%) |
| Direct Visits / mo | 0 | 5.82M |
| User Rating | 4 | 3.8 |
| Supported Platforms | Website | Website |
See each developer's real contribution in the age of AI-generated code
Analyzes commits, pull requests, reviews and discussion to show the decisions and architectural impact behind each developer's work, not just output volume.
Visual views that compare contributors across dimensions so team leads can spot strengths, gaps and shifts in how each person is contributing.
Automatically generated summaries of repository and team activity, giving engineering managers a regular narrative they can share or act on.
Install from the GitHub Marketplace, choose which repositories to analyze, and data loads within minutes with daily automatic updates.

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.

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-sourceFree real-time analytics for open source projects on GitHub
Free / Open-sourceFree real-time analytics for open source projects on GitHub

Context-aware AI code reviews and a model router for coding agents
Context-aware AI code reviews and a model router for coding agents

SpecialistProvides custom enterprise AI consulting and development services rather than crowd-sourced annotation tasks.
SpecialistProvides custom enterprise AI consulting and development services rather than crowd-sourced annotation tasks.

GitHub-native analytics for developer experience and team performance
GitHub-native analytics for developer experience and team performance
SpecialistFocuses on security challenges and bug bounties for AI models and libraries instead of general data labeling.
SpecialistFocuses on security challenges and bug bounties for AI models and libraries instead of general data labeling.