Picture this: your AI copilots, agents, and pipelines are humming along, automating deployments, reviewing code, and writing SQL. Then an auditor asks, “Who approved that model update?” You hunt through chat threads, log exports, and screenshots. No single source of truth. The more your stack automates, the less observable it