Notes

What we find, written down.

How AI search decides who gets named and what a search diagnostic actually looks at. Written for the people who have to act on it.

Start here

Two subjects, each with its own page setting out what the territory is and what has been measured inside it. Read the hub if you want the shape of the thing. Read the feed below if you already know what you are after.

Everything, newest first

· Buying AI search

The AI visibility tools, compared

Five tools qualified. Two publish no price. Their own AI citations total 81 between them, against 31,547 for Semrush. Every figure read from the vendor.

· Buying AI search

The best generative engine optimisation agencies in the UK

Both UK lists ranking GEO agencies on this query put their own publisher first. We measured something checkable instead: who AI actually cites.

· Answer visibility

GEO vs SEO, measured on twelve UK search results

Across twelve UK SERPs, 54% of the sources Google's AI Overview cited did not rank in the organic top ten beneath it. The overlap, counted.

· Answer visibility

How to check whether AI recommends you

A method you can run in an afternoon. Which prompts to use, what to record, then how to read the citations that decide who gets named.

· Answer visibility

How to rank in ChatGPT

There is no ranking. Ten UK agencies all allow OpenAI's crawlers and their ChatGPT citation counts run from 0 to 92. What decides it instead.

· Buying AI search

Is SEO dead? What the UK demand data shows

UK search demand for buying SEO sits at a four-year high, around twelve times the AI-search vocabulary. Plus the caveat that weakens the comparison.

· Answer visibility

LLM SEO, explained without the jargon

The plain definition, plus a measurement. All eight pages ranking for the term in the UK hold zero AI citations. Their domains hold 8,753 between them.

Organic clicks are falling. Here is what the data says

Ten UK agencies, 24 months. Seven have more organic traffic than in 2024. Seven sit below their peak. Both true. The start date decides which you hear.

The PPC audit checklist

Ten checks in the order they bite, starting with conversion tracking. Plus what the UK results for this term actually contain, which is not what you expect.

· Buying AI search

What an AI search audit should cost

Every published UK price we could verify, from £0 to £8,500 for the same two words. What has to be inside one before the number means anything.

· Answer visibility

What AI visibility means and how to measure it

The definition, the five ways it gets measured, what each one misses and why two tools can look at the same brand and return different answers.

· Answer visibility

What answer engine optimisation is and how it differs from GEO

The definition, plus a measured answer to whether AEO and GEO are different things. The two UK search results share one domain out of eight.

· Answer visibility

What generative engine optimisation actually is

The definition, where the term came from, what Google says about it and what actually decides whether a model quotes your page.