How To Track Brand Mentions Across AI Models
Three to Nine Months: Earned Coverage The slowest and most valuable part. Getting into the comparison articles, trade publications and community discussions that assistants actually cite depends on other organisations deciding to write about you, which no amount of budget reliably accelerates.
The sources column is the one people skip and the one that generates the actual work. It tells you which third party pages your category's answers are built from, which is a target list you did not have to guess at. answer engine optimization
Write it once, covering the category question, the problem question, the comparison question, the competitor question and the branded question. Fifty is a workable minimum. Then freeze it, and if you must add prompts later, add them as a separate cohort so the original series stays comparable.
Size is less of a factor than category maturity. Smaller brands often gain faster because their categories have thin third party coverage, and thin coverage is easier to influence than a category where every comparison page has been fought over for a decade.
Also decide up front who owns this. Measurement that belongs to everyone gets run inconsistently, the conditions drift, and the series becomes uncomparable within two quarters. One named person running a modest set reliably produces more usable information than a sophisticated programme with no owner.
Weeks: Your Own Pages A rewritten page that answers a question directly can be retrieved and cited within weeks, sometimes faster. Freshness carries real weight here because retrieval is live, so a page updated this month competes on current terms rather than waiting to accumulate authority.
That sequence typically takes a few weeks per source, and the effect on answers follows once enough of the recurring sources agree with each other. This is the phase where identity work begins to pay, and it is slower than people expect because it depends on other people's publishing schedules.
A large competitor can outspend you on advertising, on content volume and on tooling. They cannot buy a reputation for being the right choice in a specific situation, and they are frequently worse at stating anything concrete because every claim has to pass through review.
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. answer engine optimization
The test is whether a customer would use the words. If people ring you saying they need somebody who handles a particular awkward situation, that is the narrow position and it is already validated. If the phrase only appears in your own marketing documents, it is positioning rather than a category, and building visibility work on it will produce movement on prompts nobody types.
What analytics cannot tell you is how often you were named without a click, which in this channel is most of the time. A recommendation that a buyer acts on three weeks later leaves no trace in any report you own. This is why the manual prompt set is not optional, and why nobody should be asked to justify this work on referral traffic alone.
Where the Small Brand Genuinely Loses Being honest about this matters, since a plan built on ignoring it will fail. Large brands have accumulated press coverage, review volume and a settled entity record that took years to build, and those carry real weight.
Ask what was done, not what happened. If listings were corrected, pages rewritten and outreach attempted, and the numbers are still flat, that is information about the market. If none of it happened, the numbers were never going to move.
The discipline is in how you report their output. Every one of them samples: their own prompt set, their own infrastructure, their own run frequency. Their number is an estimate from a particular vantage point, not a count of what happened.
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.
Two wrong answers circulate about how long this takes. One says a few weeks, which sells engagements and then disappoints. The other says a year or more, which is used to defer starting and to excuse a lack of movement halfway through.
Where Analytics Can and Cannot Help Referral traffic from assistant domains does show up in analytics, and it is worth segmenting into its own report. Treat the numbers as a floor rather than a count, since some assistants strip referrer information and some traffic arrives looking direct.