The Difference Between GEO, AEO And LLM SEO

Refusals matter. A report that only contains successes is either describing a suspiciously easy month or omitting the parts that did not work, and the omitted parts are usually where the useful information is.

The monthly report is where an engagement is either accountable or theatrical, and the difference is visible from the first page. A useful report can be argued with. A padded one cannot, because there is nothing in it specific enough to disagree about.

The specific damage is that somebody sees a dip, rewrites a page, sees the number recover for unrelated reasons, and concludes the rewrite worked. That false lesson then gets applied elsewhere. A slower cadence with more runs per prompt is more informative than a faster one with fewer.

The Honest Uncertainty Anyone claiming precision about this channel is overselling. Retrieval behaviour changes without notice, published studies use small samples, and vendor research tends to flatter the vendor. Opollo's finding that AI referral traffic converted at 14.2 percent against 2.8 percent from search came from 312 business to business brands, and Opollo sells this service.

One structural tip improves these more than any amount of rewriting. Put the comparison itself in a real table with concrete columns, then follow it with short prose explaining which option suits which situation. The table gets extracted for factual comparisons and the prose gets quoted for the recommendation, so the page earns citations of two different kinds rather than one.

Long sections on activity that produced nothing, described in the language of effort rather than outcome. And the most reliable indicator, a report you cannot disagree with, because it contains no specific claim to test.

That means an unlinked mention in a trade publication can be worth more here than a linked mention in a low quality outlet, which inverts the priority most digital public relations programmes were built on.

Coverage in a publication nobody cites is still worth having for reach and credibility. It is simply not visibility work, and counting it as such is how a public relations budget gets defended for years without moving anything measurable in this channel. top rated generative engine optimization agency

That emphasis is worth watching, since retrieval is where most current influence actually lies. A proposal built primarily on getting into training data is describing a slower and far less controllable mechanism than one built on being retrievable now.

The other practical difference is in how quickly work shows up. A ranking change takes weeks to settle and then holds reasonably steady. A citation can appear within days of publishing and disappear just as quickly when a fresher source arrives. Planning that assumes search-like stability will read normal volatility here as failure, which is how sound programmes get cancelled in their second quarter.

The Prompt Set, Unchanged The report opens with the prompt set used, versioned and dated, and a statement that it is identical to last month's. If it changed, the change is listed explicitly with a reason, and the previous series is kept alongside so comparisons remain honest.

In practice it is used to mean roughly the same thing as generative engine optimization, occasionally with a stronger emphasis on training data and brand presence in the underlying corpus rather than on live retrieval.

Which Publications Actually Get Cited Do not assume, and do not use prestige as a proxy. Run ten prompts in your category and count the cited domains, because the pattern varies enormously by industry.

The acceptance rate on polite, specific correction requests is considerably higher than people expect, because no publication wants to be wrong. It costs an email and it fixes a source that may be feeding answers for years.

A practical rule for splitting effort: keep doing the traditional work that is already producing measurable revenue, take the newer work out of the experimental budget rather than out of what is performing, and set a review date. If a quarter passes with no movement in the prompt set and no change in how customers describe you, that is useful information and a legitimate reason to scale back. top rated generative engine optimization agency

Generative Engine Optimization The broadest of the three in common use. It refers to being visible in systems that generate an answer rather than returning a list, which covers assistants, AI summaries on results pages and any interface that synthesises rather than links.

The consistent surprise is that niche trade publications and specialist directories appear far more often than general consumer press. A national newspaper mention is excellent for other reasons and frequently never appears in a citation list, while a sector publication nobody outside the industry has heard of turns up repeatedly.

You will find discontinued products described as current, old addresses, superseded pricing and misattributed capabilities. Each of those is being read as evidence, and publishers generally accept factual corrections when you supply evidence and make it easy.