It held because the results page was a list of destinations and nothing else. Reaching the top of that list meant being the first destination offered. As the page filled with features that answer in place, being first in the list stopped meaning being first on the screen, and it now sometimes means being below the answer.
One caveat worth writing on the report: any figure produced by a third party visibility tool is a sample from that tool's own prompt set and infrastructure, not a census. Attribute it to the tool by name whenever you quote it, and never present it as a count of what happened. llm seo
Where It Overlaps With Classic SEO A good deal of the groundwork is shared. Crawlable pages, sensible internal linking, fast rendering, accurate structured data and a clean information architecture all help both a search crawler and an AI crawler. If your site fails those basics, an agency will fix them first, and you should be suspicious of anyone who skips straight to the exotic work.
What the First Ninety Days Usually Look Like Most engagements open with a visibility audit rather than a content plan. There is no point writing anything until you know which prompts matter, which assistants answer them badly, and who is being named instead of you.
The second divergence is that third party sources carry unusual weight. Review sites, directories, forum threads, comparison articles and press coverage are frequently what an assistant quotes when asked about a category. Your own site is one voice among many, and often not the loudest.
Then load your most important page with JavaScript disabled in your browser settings. If what remains is a navigation bar and no substance, that is roughly what a retrieval system reads, and it explains a great deal on its own.
Build the Prompt Set First Everything downstream depends on asking the right questions, and the most common mistake is asking questions phrased the way your marketing department talks. Buyers do not use your category name. They describe a problem.
Search traffic includes everybody at every stage, including a large volume of people gathering background information with no intention of buying anything. Assistant referrals skip most of that, because the informational portion was satisfied before the click.
The defensible version states the mechanism, cites the available evidence with its sample sizes, presents your own segmented data however thin, and is explicit that most of the channel's value is not measurable through referrals at all.
Two asking who to hire or buy from for the thing you sell. Two describing the problem your product solves without naming the category. Two comparing named competitors. Two asking about a specific situation your best customers are in. One asking directly who your company is. One asking whether your company is any good.
Then load your key pages with scripts disabled. Whatever remains is roughly what a retrieval system sees. If your product specifications, pricing or service areas vanish, that content needs to exist in the server rendered HTML.
This is a working method you can run yourself in an afternoon, repeat monthly, and hand to an agency as a brief. It produces a record you can argue with, which is more than most reporting in this field manages. llm seo
Decide What the Result Means Four outcomes, each pointing somewhere different. Absent everywhere with a clean robots file and no third party listings usually means an identity and coverage problem. Absent with a blocked crawler or an empty non-JavaScript page means a mechanical problem, which is the good news outcome because it is cheap.
Fix the Access Problems You Find While the baseline runs, check the mechanical side in parallel. Confirm your robots.txt permits the crawlers that feed assistants. Look at server logs for those agents and see what status codes they receive, since a bot management product returning challenges will make you invisible without anyone noticing.
Ask ChatGPT, Perplexity or Gemini to recommend a supplier in your category and you will get a short list. Three names, maybe five. Your customers are already asking those questions, and the answer they receive does not come from a page of ten blue links they can scroll past. It comes as a recommendation, delivered with confidence, and most people act on it without checking a second source.
The volumes will be small, so avoid drawing conclusions from a handful of sessions and let it accumulate over a quarter or two. Also compare against your branded organic traffic rather than all organic, since branded search is closer in intent and makes for a fairer comparison.
None of that is achieved by keyword density or by publishing more blog posts. It is closer to reputation work with a technical spine. The agency is trying to change what a model believes about your company, and models form beliefs from the whole web, not from your website alone.
Read the Source List Before the Prose Where citations are shown, list every domain and count how often each appears. This is the single most useful output of the whole exercise, and most people skip it because the prose is more interesting.