AI Search
A page a model can lift cleanly.
LLM optimization is how a page is written and structured so a model can quote the offer, the limit, and the proof.
The same URL has to rank, be quotable, be named in chat, and be a source in the overview.
A named result is published when that client clears the figure.
LLM optimization
01 — The gap
The differentiator is a metaphor.
The homepage is a slogan. The model reaches for a competitor’s docs, where the feature is named in a sentence.
02 — The work
Extract
The lines that should survive compression, written on the page, not in a hidden field.
03 — The close
Reporting
The extracts shipped, and any answer that still contradicts them.
The work
What this is
Models compress. A page that buries the answer under a brand story gets compressed into something you did not say. A page that states the audience, the job, and the limit in plain lines is easier to lift intact.
This is on-page work with a specific reader in mind. It supports ChatGPT, Gemini, Perplexity, and overviews. It does not replace technical SEO. A beautiful passage in a document the crawler never receives does not matter.
The problem
What usually breaks
01
The differentiator is a metaphor.
The homepage is a slogan. The model reaches for a competitor’s docs, where the feature is named in a sentence.
02
Tables and facts are images.
Pricing, specs, and comparisons live in pictures. The text alternative is empty. The model guesses.
03
The page tries to instruct the model.
Hidden lines tell a crawler what to say. Readers who view source, and the models that ignore the trick, are both worse off.
The practice
How ShoutRank approaches it
We pick the URLs that should be quotable and rewrite the extract: a definition, who it is for, who it is not for, and a fact a person can verify. Internal links point at that URL with words a model and a person both understand.
We also check machine-readable copies where the site already publishes them, including Markdown twins on this site. A twin that contradicts the HTML is a bug.
Included
What the work includes
01
Extract
The lines that should survive compression, written on the page, not in a hidden field.
02
Structure notes
Headings, lists, and tables in HTML, with alt text where an image carries a fact.
03
Contradiction list
Places the site disagrees with itself, including old posts and profiles.
04
Quotable proof
A source, a date, or a method next to any claim you want repeated.
Sequence
Process
- 1
Discovery
Choose the URLs an answer should be able to cite. Leave the rest alone.
- 2
Audit
Read them as a model would: first screen, headings, lists, and missing text alternatives.
- 3
Strategy
Write the extract in the language of the buyer, including the limit.
- 4
Implementation
Publish it in the HTML. Remove hidden instructions if any were added earlier.
- 5
Monitoring
Re-fetch the URL and confirm the lines are in the document, not only in a screenshot.
- 6
Optimization
Tighten pages where answers still invent a feature.
- 7
Reporting
The extracts shipped, and any answer that still contradicts them.
The desk
Why ShoutRank
Visible text only
If a person cannot see the line, we do not count it as optimization.
Limits included
A model that repeats an over-claim creates support debt. We write the boundary into the extract.
Checked in the HTML
We refetch the page. A CMS preview is not evidence.
The report
How success is measured
Assigned URLs whose opening now states the offer and the limit.
Answers that quote or contradict those lines.
Facts that were trapped in images and are now in text.
A named client result is published when that client clears the figure. Until then the report is the measurement.
ShoutRank does not guarantee a ranking or a citation.
Related
Questions
Next
Check the page you want people to find.
The free check shows the gaps on one public page. If the gap is this service, a neighboring one, or a two-week review, we will say so after you ask.
A named result is published when that client clears the figure. ShoutRank does not guarantee a ranking or a citation.