Snorkel.ai Solutions for the Public Sector

Establishing the Standard for Trust in Mission AI

AI capability is accelerating. Trust is not.

Frontier AI systems provide a mission-first evaluation infrastructure across defense and intelligence organizations to measure operationalization.

Evaluation Harness (Execution Layer) – Snorkel Harness Architecture: Evaluates AI systems in realistic environments to execute tasks, understand agent behavior, extend methodology, score outcomes and process, as well as generate actionable failure diagnostics.
Data Factory (Benchmark & Data Layer) – Evaluation Development Lifecycle: Outlines and scales mission benchmarks while, translating workflows, building dataset methods, integrating harness for data evaluation and producing model data.

Evaluation as Continuous Control Loop – a system built to transform evaluation for continuous performance improvement of AI agents.
Built for Mission Reality – maintains quality and realism by constantly improving models and domain agnostic to ensure adaptability/scalability of mission objectives and scenarios.

Full Agent Evaluation – Measures reason, decision and execution.
Operational Grounding – Benchmarks reflect workflows.
Adversarial & Degraded Testing – Simulates latency, tool failures and insufficient data.
Human-in-the-Loop Evaluation – SMEs verify data scoring for data reference.

System of Record for AI Performance – Standardization and evaluation of systems.
Continuous Improvement Engine – Direct model improvement with evaluation.
Vendor-Neutral Benchmarking Layer – Consistent model comparison.
Foundation for Trusted Deployment – Increased operational confidence.