Lately, almost every client conversation we have lands on the same two questions: “Do we need to worry about AI search?” and, right after, “What do all these acronyms actually mean?” SEO, AEO, GEO, AIO — the industry keeps minting new labels faster than most teams can keep up, and the noise makes it hard to tell what has genuinely changed.

Here’s what has: more searches than ever end without a click, because the answer is sitting right there on the results page. But the traffic isn’t disappearing — it’s redistributing. Visits from AI engines are climbing fast, and the people who do click through from an AI answer tend to convert better.

That points to a bigger truth: the brands winning in AI search aren’t chasing every new acronym. They’re doubling down on specific, original content, credible authorship, and a consistent presence everywhere AI looks for answers — and they’re measuring what actually moves the business.