I wrote a book on using AI in game design production (free on GitHub)

The free AI Workflow for Game Designers manual explains how to put checks between AI-generated material and production game data. Its approach starts by defining table structures and permitted values before generating entries, so invented identifiers or invalid numbers can be rejected.

A chapter on verification makes the division of labor concrete: software checks exact values and references against originals, while people judge meaning and context. Asking the model to review itself is an intermediate check. The intended benefit is a workflow in which plausible text must satisfy explicit requirements before becoming an accepted decision or data entry.