AI visibility vs SEO: what's actually different
Where search optimisation still helps, where it stops helping, and what changes about how you measure.
Start with what's the same
Anyone telling you SEO is dead is selling something. The foundations carry straight over: pages that can be crawled, content that actually answers the question, a site that loads, a clear structure, and a reputation built on links and mentions from places that matter. A business with strong search visibility starts from a better position.
Then the part that genuinely differs
Search hands back a list and lets the person choose. An assistant chooses for them. That one change cascades through everything.
- SEO wants a click. AI visibility often produces no click at all — someone hears your name, searches it directly, and calls. Your analytics shows nothing.
- SEO competes for positions on a page. AI visibility competes for a place in a shortlist of three, where fourth is the same as invisible.
- SEO leans hard on your own site. Your site still matters for AI visibility — it's the source you control — but what other sites say about you carries more weight than it does in search.
- SEO rankings are reasonably stable. Assistant answers vary between users, between sessions, and between the four assistants.
- Keywords matter less. Assistants read meaning, so density tricks do nothing and specific, checkable facts do a great deal.
Measurement is the biggest change
Rank tracking cannot describe this. There is no position to track, because there is no list. The only honest measurement is to ask the assistants the questions your customers ask, repeatedly, with fixed wording, and record who gets named and which sources get cited.
Treat each assistant separately. Averaging ChatGPT, Google's AI Mode, Copilot and Claude into one number describes an experience no customer ever has. And be wary of any product selling you an "AI visibility score" — nobody outside those companies has the data to calculate one.
Where the budget should go
Not either-or. If your search visibility is poor, fix that first; it feeds both. If you already rank well and still never get named, the gap is often not on your website at all — it tends to sit in how clearly the web identifies you, and in whether the sources assistants trust say anything about you.
That is worth stating plainly, because it's where most good businesses are: page one on Google, absent from the answer.
Questions worth asking an agency
- Which assistants do you check, and do you report them separately?
- Can I see the raw answers, not just a score?
- Does the question wording stay fixed month to month?
- Do you record which sources the answers cited?
- What do you do when the honest answer is that nothing moved?
An answer that avoids the last one is the one to worry about.
More reading
- Generative engine optimisation, explained
What GEO actually is, how the assistants decide who to name, and what a service business can genuinely influence.
- How to check if ChatGPT recommends your business
A repeatable way to find out whether the assistants name you when a customer asks who to hire — and how to record it properly.
- Why your business doesn't appear in AI answers
The usual reasons a good business goes unmentioned, in the order they're worth checking.
- Request a free AI check
We ask the assistants about your business and send you what they said.
- The managed AI visibility service
What’s included each month, what isn’t guaranteed, and what it costs.
- About Preselected
Who runs this, how the work is done, and what we won’t promise.