Send your application
Tell us about your specialization, experience, and availability. Include work that shows how you think.
FOR SOFTWARE EXPERTS
Your experience.
A new kind of impact.
Help AI teams understand the quality of their models. Work on code reviews, comparisons, and rubrics matched to your expertise.
Apply to the network
A clear path to your first project.
Meet our review team
Our team reviews every application for expertise and project fit. We may ask for more detail or a skills assessment.
Join by invitation
Approved experts receive an invitation to their workspace. Explore matched projects after onboarding.
THE EXPERT NETWORK
Explore expert work.
Review code. Question an answer.
Help define a higher standard.
EXPERIENCE IN THE DETAILS01 SOFTWARE ENGINEERING
Code evaluation
Look beyond passing tests. Review code for correctness, clarity, and the edge cases that matter.
PythonTypeScriptCode review
Explore the workMORE WAYS TO CONTRIBUTE
INDEPENDENT JUDGMENT
Response comparison
Two responses. One problem. Use your engineering experience to explain which approach holds up.
BackendFrontendSystems
EVALUATION DESIGN
Rubric development
Define what good looks like. Turn your domain knowledge into clear, useful evaluation criteria.
System designTechnical writingEvaluation
Start with your experience.
Tell us what you know and the work you enjoy. Our team reviews every application.
Apply to the networkExamples of expert work. Availability and project terms are shared with approved members.
How it worksBEFORE YOU GET STARTED
A few things
to know.
How are projects matched?+
Projects are matched using your specialization, verified skills, quality history, and availability. Each project has its own requirements.
How is the work paid?+
Projects can use hourly, per-task, milestone, or bonus compensation. Review the project brief for the rate and approval rules before accepting work.
What does evaluation involve?+
The initial workflow uses supplied prompts, model responses, code excerpts, and diffs. You review the material against a rubric and explain your decision.