LLMs have arrived in many teams: developers use Claude Code, Copilot, or Codex, in support they help with triaging inquiries and drafting responses, and in some places automated agents independently take on tasks like monitoring or ticket sorting. In many companies, however, the adoption of LLM-based tools is outpacing the ability of internal governance to keep up. One of the fundamental questions that keeps coming up is: Where exactly are LLM costs actually being incurred?
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