What An AI SEO Agency Should Report Every Month

Run each prompt at least three times. Assistants vary their answers between runs, and a single result is a sample rather than a finding. Record the full text of each answer and every source cited, not a summary.

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.

The condition is that the output has to be yours to keep and act on elsewhere, including the prompt set. An audit that only makes sense inside that agency's retainer is a sales document with a price attached.

Pricing in this field is unusually opaque, partly because the work is new and partly because the absence of an independent scoreboard makes it hard for a buyer to tell whether they are getting value. That combination invites vague scoping.

Where It Diverges Sharply Traditional SEO optimises for a ranked list. Generative systems optimise for a synthesised answer, and the sources they pull from are not the same set. Ahrefs studied 15,000 long-tail prompts across four assistants in July 2025 and found that around 80 percent of the pages cited did not rank anywhere for the original query, with only about 12 percent appearing in the top ten. Ranking first does not reserve you a seat.

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.

Be wary of proposals where the largest line is content production. It is the easiest work to scale, the easiest to bill and the least likely to be the constraint, particularly before a baseline exists. A proposal weighted toward diagnosis, technical fixes and third party corrections is usually cheaper and almost always sequenced better.

Set a Cadence and Stick to It Monthly is enough for most categories. Run the same prompts, the same number of times, and keep every answer. The value compounds because you can look back and see when a competitor entered the shortlist and which source appeared alongside them.

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.

Define Success and Define Failure Most briefs specify what good looks like and never specify what would count as this not working. The second is more useful, because it is the one nobody wants to discuss in month eight.

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. ai overviews optimization

That is the problem an AI SEO agency exists to solve. The work overlaps with traditional search marketing in places and diverges sharply in others, and the difference is worth understanding before you hire anyone. Here is what the job actually involves, stripped of the acronyms. ai overviews optimization

Record the conditions alongside the results: which assistant, which model version if visible, whether web access was on, the date and the run number. When a result changes sharply, the conditions log is usually what tells you whether the world changed or your setup did.

One overlooked cost is your own time. Every engagement in this field needs somebody inside the business to confirm figures, approve crawler changes and answer factual questions, and a plan that assumes this is free will stall. Budget a few hours a month explicitly and name the person, because the alternative is an agency waiting on answers and billing for a month in which little shipped.

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.

State who signs off, how fast, and what is off limits. An agency that knows the constraints will build a plan that fits them. One that finds out gradually will spend the retainer producing work that never ships. ai overviews optimization

What to Spend Where If the budget is small, buy the audit and do the listings work yourself. Correcting your presence on the sources that already get cited is the highest return activity available and it requires attention rather than expertise.

Visibility in this channel is not a number you can look up. There is no console that reports how often an assistant named your company last month, and the tools that claim to supply one are sampling rather than counting. That does not make measurement impossible. It makes it manual, and manual is fine as long as you are honest about what you are measuring.