

snorkel for federal ai
Mission-ready AI you can measure, trust and operationalize
Snorkel builds the data, evaluations, and improvement pipelines that help agencies move AI from experimentation to mission-ready systems — and continuously adapt as data, threats, and missions change.
250+
Peer-reviewed publications
(NeurIPS, ICML, ICLR)
10–100x
Faster data development vs. hand-labeling
<60 days
From pilot to production deployment
What we help with
Benchmark & evaluation design
AI test & evaluation
Expert Data-as-a-Service
Mission-specific data engineering
Model validation & governance
AI deployment readiness
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