Benchmarks are not enough
A score observed during development is useful, but enterprise release engineering needs to know which dataset, model, prompt contract, retrieval configuration, policy version, and acceptance threshold produced the decision.
Quality gates should fail visibly
A release process becomes stronger when missing required evidence, retrieval degradation, safety regression, or threshold failure produces a deterministic blocked outcome rather than an ambiguous warning.
Evidence connects engineering and governance
Durable evaluation records let engineering teams reproduce decisions while giving architecture, security, risk, and governance teams something concrete to inspect. The artifact becomes the bridge between model quality and release authority.