Ran the security testing for a regional telecom operator's AI product release and produced the client-facing security disclosure and report that turned raw scan output into a clear rollout decision, then set a standing rule that production images never ship without a fresh scan.
Context and stakes
A regional telecom operator's AI product was blocked from rollout until it had credible security evidence the customer's stakeholders would accept. Security at this stage is not just "find vulnerabilities," it is "produce evidence a customer decision-maker can act on," and the rollout waited on it.
Problem
Raw scanner output is not a decision. A pile of findings, severities, and false positives does not tell a customer whether it is safe to ship. The gap was translation: turning static, container, and dynamic scan results into a disclosure narrative a non-security stakeholder could trust, with a clear baseline and a repeatable gate.