Snorkel AI develops specialized training data, evaluation systems, benchmarks, and environments for AI models and agents. Its services include expert demonstrations, reasoning traces, preference labels, rubrics, programmatic checks, and custom data development for specialized domains. Snorkel AI also builds specialized AI agents and evaluates them using task-specific workflows and measurable criteria. Its solutions support frontier AI research, coding, scientific, legal, insurance, and other enterprise applications.