ai-content-workflow

A source-first content workflow prevents AI hallucinations by requiring a structured facts object before prose generation, enforcing strict non-invention rules, and marking unverified details with explicit insufficient source markers instead of fabricating them.

Source-first writing is a discipline that grounds AI-generated service and location pages in operator transcripts and verified facts. It requires drafting a structured facts object first, ensuring operator-specific accuracy and preventing generic, devalued content.

To audit AI content for unverified factual claims, apply a verification step against real-world sources for high-cost facts like streets, postcodes, and pricing. Replace any unverified details with insufficient source markers instead of leaving them invented.

Yes, you can draft FAQ pages from operator transcripts and a facts object. The workflow enforces transcript-based first-person writing and requires at least one earned, location-specific detail per page to maintain operator-specific accuracy.

The limitation of using AI for high-cost facts like pricing and postcodes is the risk of a single hallucination devaluing the page or triggering customer trust failures. The workflow mitigates this by applying strict non-invention rules and requiring verification against reality.