Everyone nodded. Then someone asked ChatGPT.
Mention without recommendation is the new page-one ranking that does not convert.
The goal got applause. The model did not get the memo.
What got applause
prioritize fixes that move recommendation, not mentions
What the thread says
explain cite vs recommend to stakeholders who still think in blue links
Everyone agrees on the goal: prioritize fixes that move recommendation, not mentions.
Then someone asks AI—and the story does not match the deck.
Mention without recommendation is the new page-one ranking that does not convert.
The choice is not strategic anymore—it is operational: explain cite vs recommend to stakeholders who still think in blue links.
If leadership aligned in the meeting but AI aligned elsewhere—whose story is operational now?
Heft shows where the slide and the model diverge—engine by engine.