Every LLM query is a fresh act of reasoning.

Even when the underlying corpus hasn't changed.

Compliance

Same regulation Q&A, run weekly.

Support

Same KB lookups, run daily.

Due diligence

Same data room, re-reasoned per deal.

RAG

Same monthly corpus, queried thousands of times.

Cost grows linearly with queries. Value doesn't.