Recruitment is a reinforcement learning problem.

Compiler builds specialized environments to train models on high-fidelity talent signals from the world's best technical communities.

SignalsCandidate SentimentEmployer ObjectivesExpert FeedbackDeep CharacteristicsVerified ExperienceRecruiting Model

Our moat: We work with exceptional communities and engineers.

Compiler's models are trained on judgment, not résumés. Through partnerships with expert-led communities across AI, biotech, robotics and GTM hiring, we work directly with the practitioners who define excellence in each field; capturing how they think, decide and evaluate.

Partner Communities

If you run a technical professional community, get in touch and let's see if we can collaborate.

Latest research

Modeling judgment in specialized hiring decisions.

Technical paper; coming soon

Read research →