Your engineers are already using AI all day. Claude Code in the terminal, LangChain inside the app, an OpenClaw session nobody mentioned in standup, and some script from March that still calls the OpenAI API directly.

None of it routes through anything and there's no front door. So three problems pile up at once and you can't fix any one of them on its own.

You can't see it. Nobody can answer "what did we send to an LLM last week, and who sent it" without a spreadsheet and a genuinely bad afternoon.