Shadow AI incident response usually starts after the logs are already gone.

LevelBlue's Brandy Wityak argues the defining problem with unauthorized AI and agent deployments isn't detection policy but evidence retention: by the time an incident is recognized, the telemetry needed to reconstruct what the agent did has aged out or was never captured. Logging and retention decisions have to be made before deployment, not during response. Boring, correct, and routinely skipped. (Help Net Security)