MananWho AI names when an Indian buyer asks for a water purifier
Six brands, forty-four questions, five days of answers — and the gap between who is named and who is cited.
In preparationInsights
What we are finding.
Category reads and method notes from our own tracking. Published openly, because the category is new enough that everyone is still guessing.
Method · 25 Sep 2026
Category read
Playbook
Why AI visibility rises as buyer intent rises, and sentiment falls
The inversion shows up in category after category. What causes it, and which pages are responsible.
Read →Writing a page an answer engine will actually quote
Structure, specificity and dating — what separates a page that gets lifted from one that gets skipped.
In preparationWant a read on your own category before it is published? Ask for it with your demo request.