The problem
Deployment changes behavior. A model that looks acceptable in isolation may behave differently once it has access to proprietary data, external tools, persistent memory or autonomous workflows.
Continuous evidence
Assurance therefore shifts from a document to an operating layer. The relevant infrastructure continuously evaluates real systems, tracks changes and helps organizations understand whether a deployment still satisfies its own constraints.
evidence(t) must track system(t)
Investment lens
We look for products that make assurance useful to actual deployment decisions: approval, access, monitoring, incident response and re-evaluation after change.