Mission-ready AI you can measure, trust, and operationalize

Build specialized AI systems that perform on your mission data -not generic benchmarks.

Snorkel helps federal agencies develop the data, evaluations, and improvement pipelines needed to move AI from experimentation into secure, operational deployments. By combining mission-specific data development, evaluation frameworks, and continuous performance monitoring, agencies can build AI systems that adapt as missions, environments, and threats evolve.

Purpose-built for high-security government environments, Snorkel enables teams to evaluate frontier and open-source models against real operational requirements, compare performance objectively, and continuously improve AI without relying on generic benchmarks or costly manual processes.

Originally developed at the Stanford AI Lab, Snorkel is trusted by leading enterprises and government organizations to build transparent, auditable AI systems that can be deployed in cloud, on-premises, and air-gapped environments while integrating with existing AI and ML investments.