Snorkel AI
Training-data and evaluation platform for enterprise AI teams. Spun out of Stanford's AI Lab, Snorkel lets domain experts replace manual annotation by writing labeling functions that encode rules and heuristics; a weak supervision model reconciles noisy, overlapping functions into clean labels. Also builds expert-curated benchmarks for frontier models, including agentic coding and legal research evals.