Overview
Snorkel AI is a data development platform that enables AI teams to design, stress-test, evaluate, and improve the data powering their frontier models. It operationalizes the full AI data loop, from dataset curation and realistic simulations to rubric design and evals. The platform provides end-to-end solutions for advancing AI and agentic systems. It supports programmatic quality control and expert-in-the-loop acceleration, facilitating faster iteration on data and evaluations. Snorkel's platform provides a unified engine to define tasks, execute rubric-guided pipelines, refine models based on failure analysis, and evaluate behavior through realistic simulations, ensuring reproducible results and traces. Snorkel addresses AI stalls by providing a robust data development engine to overcome challenges like shifting targets, edge cases, uneven quality, and one-off evals.