The Difference Between GEO, AEO And LLM SEO

What Not to Do About It Blocking Google's crawler to keep your content out of summaries also removes you from search results, which is a cure considerably worse than the disease. There is no partial opt out that preserves ranking while excluding you from the summary.

One practical note on prioritising outreach. Sort your citation list by frequency and start at the top, not at the most prestigious name. A directory that appears in half your category's answers is worth more than a publication that impresses your board and has never been cited once. This is the point at which visibility work and conventional public relations objectives diverge, and it is worth saying out loud before the two budgets start competing.

Resist the temptation to interpret a single run. Competitors move around between runs, and a rival appearing above you once is not a finding. Run the same prompt several times, count how often each company appears, and only then decide whether there is a gap worth spending a quarter on. Reacting to one answer is the most common way effort gets spent on a problem that does not exist.

Why Ranking Stopped Guaranteeing Visibility The assumption underneath two decades of search marketing was that position and visibility were the same thing. Retrieval based answering breaks that link, because the pages a model reads to compose an answer are not necessarily the pages that rank for the question.

For roughly twenty years the arrangement was stable enough that an entire industry could be built on it. You typed a query, you got a ranked list, you formed your own opinion by comparing a few of the results, and businesses competed for position in that list.

This is where the two disciplines meet. Work done to make pages quotable for assistants tends to help here as well, because the underlying problem is the same. A model is looking for a passage it can lift and attribute.

Build the Task List From What You Found The teardown usually produces four workstreams, in this order of cost: fix any access problem, claim and correct your listings on the recurring sources, rewrite your equivalent pages to lead with specifics, and start the slower work of earning coverage on the sources where you cannot simply claim a profile.

There is a variant of this worth checking separately. Sometimes you appear and the competitor appears above you, which is a different problem from being absent. In that case compare the specificity of the two descriptions rather than the sources: the company described in concrete terms tends to be listed first, because a specific description is easier to justify than a general one.

One measurement caution matters when reporting this internally. Search Console does not separate impressions where a summary appeared from those where it did not, so you cannot isolate the effect cleanly. What you can do is compare affected query types against unaffected ones over the same period, which controls for seasonality and for site wide changes and gives a defensible estimate rather than a guess dressed as a figure.

The risk is scope drift into activity that is easy to report and hard to value. The protection is to have the retainer specify countable units: prompt set runs per month, listings audited, corrections submitted, pages published or rewritten, outreach attempts made.

That arrangement has been coming apart in stages, and the current stage is the one that changes the economics. It is worth understanding as a sequence rather than as a sudden event, because the sequence explains what is likely to happen next. get recommended by ai

Performance and Score Based Models Both sound aligned and both create problems. Payment tied to mentions creates pressure to shape the prompt set toward questions you already win, which is measurable improvement that means nothing.

Stage One: The Answer Moves Onto the Results Page The first erosion was not artificial intelligence at all. It was the gradual addition of features that answered the query in place: definitions, calculators, weather, sports scores, opening hours, snippets lifted from a page and displayed above it.

Third, and least comfortable, reduce dependence on this one channel. Brands that were already visible through communities, direct relationships, email and their own reputation have absorbed the change far better than brands whose entire acquisition rested on informational search traffic.

Making Any Model Safe Four clauses do most of the protective work regardless of structure. The prompt set and baseline archive belong to you and leave with you. Raw answers ship with every report. Scope is stated in countable units. And there is a defined review point with agreed criteria before the contract auto renews.

If your category still gets meaningful traffic from those, a proposal scoped only to assistants will leave that work undone. Conversely, if somebody proposes an answer engine optimization programme and delivers only snippet optimisation, they are working on the older half of the definition.