AI SEO · LLM optimization

LLM optimization for teams who already do SEO well.

Your rankings are fine. The problem is that a language model now stands between your page and your buyer, and it is summarising you from sources you did not write. This is the work of fixing that.

How the work differs

Four shifts from SEO to LLM optimization.

Same site, different consumer.

01
From keywords to claims
A model does not match strings; it extracts statements. Optimise the claim, not the phrase density.
02
From pages to entities
Your brand, product and category need to exist as connected entities, not just as well-written pages.
03
From crawling to retrieval
Being indexable is not being retrievable. Test what arrives in the initial HTML, per agent.
04
From rank tracking to answer tracking
Position charts cannot see a synthesised answer. Track mentions, citations and displacement instead.
What we optimise

Six levers for language models.

None of them are content volume.

Extractable claims

Short, specific, self-contained statements a model can lift without losing meaning.

Entity consistency

One name, one description, one set of facts across your site, schema, profiles and knowledge panels.

Retrievability

Key facts published as readable text, valid schema, no bot-blocking in robots.

Public documentation

Limits, integrations and setup steps outside the login wall — the most-cited source in technical answers.

Misinformation control

Stale third-party claims about you traced to source and corrected with citable pages.

Answer-level reporting

Mention share and citation share reported next to your existing search metrics.

Where SEO stops

Two metrics, two channels.

Strong rankings and weak LLM visibility is the most common pattern we see.

SEO signal
LLM signal
What is matched
Query to page
Question to extractable claim
What is rewarded
Authority and relevance
Specificity and verifiability
What kills you
Thin content
Facts that only appear after scripts run
Competitor effect
They outrank you
You are not mentioned at all
Refresh trigger
Algorithm update
Any source changing anywhere
Reporting unit
Position
Mention and citation share
Questions

For SEO teams.

Partly. Crawlability, structure and authority carry over. Retrievability without JavaScript, entity consistency and quotable phrasing usually do not.

No. Every change we make — structured on-page copy, valid schema, published specifics — is neutral or positive for search.

Yes. We export by CSV so LLM metrics sit alongside your rank data rather than replacing it.

Usually SEO leads it with one developer for the technical layer. It rarely needs a new team.

Publishing real numbers — prices, limits, hours — in plain HTML. It is the most common blocking gap and the cheapest to fix.

Compare your rankings to your LLM visibility.

The free check shows both, and usually the gap is the story.