What An AI SEO Agency Should Report Every Month
Writing to Be Quoted, Not to Persuade Most marketing copy is constructed to move somebody through an argument. Generated answers do not consume arguments, they extract claims, which means the persuasive structure most copywriters were trained in produces text with nothing to attach a citation to.
Overclaiming here is the main risk to your own standing. A proposal that promises a channel shift and delivers a corrected directory listing will be remembered. One that promised a baseline and delivered a baseline plus some unexpected fixes will be renewed. generative engine optimization
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.
Nobody outside the labs has the full picture, and anyone claiming otherwise is guessing with confidence. What we do have is a large volume of observable behaviour, published research and the citations that several assistants display openly, and those three together support some reasonably firm conclusions.
Results Split by Intent, With Run Counts Not one number. Mention rate reported as a fraction with the run count visible, broken out by prompt tier, so buying intent is never blended with definitional questions.
Entity Coherence Before a model can recommend you it has to be confident that the scattered mentions of your name refer to one company. That confidence comes from consistency across the details that identify you.
This section sounds procedural and it is the foundation of everything after it. A prompt set quietly edited between runs makes every trend line in the document meaningless, and it is the easiest way to manufacture improvement without doing anything.
Two caveats belong next to that number every time it is used. Opollo sells services in this space, so it is vendor research and interested. And business to business brands are not representative of retail, local services or consumer products.
Pick your moment as carefully as your argument. A proposal to investigate a new discovery channel lands very differently in a quarter where organic traffic is soft than in one where everything is comfortable. That is not cynicism, it is recognising that the case is fundamentally about attention, and the same evidence will be received quite differently depending on what else is competing for it.
Show the Cheap Failures First Before asking for a programme, ask for permission to check whether you are readable. Crawler access, rendering without JavaScript, listing accuracy on the sources your prompts cited.
The difficulty with this proposal is that it asks for money before the problem is visible in any report the business already trusts. That is a genuinely hard sell, and overselling it is the fastest way to lose credibility when the numbers stay small for two quarters.
One preparation step is worth the effort. Before the meeting, check whether anyone in the business has already noticed something relevant: a customer who mentioned an assistant, a support ticket citing wrong information, a salesperson who was asked about a competitor comparison they had not seen. Internal anecdote carries disproportionate weight because nobody can dismiss it as vendor material.
Handle the Statistics Carefully Numbers circulate in this field faster than anyone checks them, and using an unsourced one is the fastest way to lose a room. Attach the provenance to everything you cite:
You are unlikely to read all of it, and its presence changes the incentives entirely. An agency that knows the raw evidence ships with the report writes a different summary than one that knows it will not be checked.
We also know the picture is unstable. Retrieval strategies are revised without announcement, and a method that explained answers well six months ago may explain them poorly today. Anyone selling certainty here is selling something they do not have.
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.
The practical response to that uncertainty is to work on the things that are robust to it. Accessible pages, coherent identity, quotable writing and honest third party coverage have helped under every configuration observed so far, and they are the parts you would want anyway. generative engine optimization
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.
Lead With Evidence Nobody Can Dismiss Do not open with market forecasts. Open by running three prompts in the meeting: the question your best customer would have asked before they found you, the comparison question naming your main competitor, and the question asking who your company is.