An agent or copilot will answer with confidence from whatever table it can read. If two revenues already exist, it will not flag the disagreement.
The preparation is the same work the business needed before the pilot: one metric definition, a certified mart, and a written boundary for what the tool may quote.
Pointing a model at an uncertified warehouse does not settle the number. It publishes the argument faster.