The usual failure
A new department, a new vendor, a new acronym. The site is still unstructured. Citations go to pages that answer the question in plain language.
What to make true
The same work as good search: clear claims, Q&A that is actually on the page, authority you can defend. Not a prompt stuffed into a footer.
Worked example
Keep it this plain. A team uses ai search as if buying the software installed the meaning. It did not. A new department, a new vendor, a new acronym. The site is still unstructured. Citations go to pages that answer the question in plain language. The move is not a new integration. The same work as good search: clear claims, Q&A that is actually on the page, authority you can defend. Not a prompt stuffed into a footer.