Why do my AI agents cost so much in tokens?

“Generalist LLM agents re-read large contexts with the most expensive model on every run — every document, every intermediate output, every retry costs tokens. In long value chains these costs multiply per step. For structurable high-volume processes that is the wrong tool: specialized document AI processes the same documents at measured processing costs.”