Your AI agents are running. Your GPU bill arrives: $47,000 this month.

The CTO asks: "Which agent is responsible for what?"

You open LangSmith. It says your pricing agent used 18 million tokens. Helpful — but what does that cost in GPU?

The answer: you don't know. And neither does LangSmith.

The gap nobody talks about