We already log LLM calls at the application level. Why do we need a gateway layer for this?

“Application-level logging only sees what that one application sends. When many teams call several providers directly with their own keys, there is no shared layer to attribute cost, catch duplicate prompts across teams, or produce one audit trail your security team can review without going application by application.”