Analyze answer engines, AI-assisted search, retrieval changes, citations, and the consequences for users, builders, and publishers.
Reports
Read source-grounded analysis for this AI trend area.
For some queries, Google's AI Overviews no longer wait for you to press "Show more." They expand on their own, filling the top of the results page with a…
Read report
A citation tells you where the system looked. It does not tell you the system was right.
Read report
The query is gone. The impression is gone. The click was never guaranteed. What remains is a pipeline you can only partially see.
Read report
A page can rank, read beautifully, and still lose the answer. The reason is structural: many retrieval systems never see your page whole. They see…
Read report
You ask an AI search tool a specific question. It answers in two clean sentences, cites three sources, and sounds like it checked. You paste the answer…
Read report
A citation is a placement, not a payment. The payment is a reader who can still act.
Read report
You ask an answer engine a question. It returns a fluent paragraph with three citations. You open the second citation, and the source does not actually say…
Read report
A citation is not a receipt. It tells you a system pointed at your page, not that it read the page correctly, not that the passage it used says what the…
Read report
A page that was accurate on publication day becomes a liability the moment an answer engine quotes one sentence from it six months later. The sentence…
Read report