Regression suites, red-team libraries, and policy-as-code—shipping models with evidence, not optimism.

Ship prompts and models with tests—safety metrics your risk committee can read

We centralize prompt versions, model endpoints, and evaluation datasets—CI runs faithfulness, toxicity, and jailbreak probes before anything reaches production. Guardrail layers combine regex, classifiers, and LLM judges with configurable escalation to human review. Dashboards track drift when upstream models change—alerts fire when win rates drop on golden sets, not when Twitter notices first.