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.
Weight toward the commercial tiers. Roughly a third on buying intent, a quarter on evaluation, a quarter on problem framing and the remainder split between definitional and branded is a reasonable starting distribution.
One section most briefs omit is worth adding: what has already been tried and what happened. Agencies frequently propose work that was done two years ago and abandoned, because nobody told them. Listing previous efforts, including the ones that failed, saves a month and signals that you will be a straightforward client to work with.
If you run a business and somebody has just told you that you need generative engine optimization, you are entitled to be sceptical. The phrase sounds like it was assembled by a committee, and the industry has a long record of inventing names for things it already sells.
Ask for one change and see what happens: request the raw answers and the run counts. An agency doing the work sends them the same day, since they already exist. One that does not will explain why the format makes that difficult. get recommended by ai
Why That Breaks the Old Playbook The old playbook assumed that if you occupied a high position, you got the visit. That link between position and visibility has weakened. Ahrefs looked at 15,000 long-tail prompts across four assistants in July 2025 and found roughly 80 percent of the cited pages did not rank for the original query at all.
Good versions read like this: mention rate on evaluation prompts rose from two in fifteen to six in fifteen, which we attribute to the three directory corrections completed in week two, though a competitor also stopped publishing during the same period.
Read the answers for confidence rather than accuracy at first. Hedged language, generic descriptions that would fit any competitor, and refusals to state a basic fact all indicate an incomplete record rather than a hostile one.
Verify the Fix Without Fooling Yourself Re-ask the same four questions quarterly rather than weekly, from a fresh signed out session. Identity work has slow feedback because scattered sources have to be re-crawled before the picture updates, and checking too often produces noise that looks like failure.
Say What You Will and Will Not Approve Publishing constraints kill more engagements than capability gaps. If every page needs legal review with a three week turnaround, say so, because it changes what is realistic and what should be prioritised.
Then audit every place it appears: your website, structured data, social profiles, directory listings, marketplace accounts, email footers, invoices and any coverage you can influence. Correct what you control and request corrections where you do not.
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. get recommended by ai
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.
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.
The first is accuracy. Somebody inside the business has to confirm that what gets published about your products, pricing and capabilities is true. The second is the third party work, which occasionally needs a decision only you can make, such as whether to engage with a critical review or approach a publication.
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.
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.
Pair your name with your sector and location consistently, rather than letting it appear alone. Correct third party listings that conflate you with the other business. Where the confusion is entrenched, consider whether a consistent descriptive phrase used alongside the name in all coverage is worth adopting.
Watch specifically for hedging turning into statement. An answer that moves from a company that appears to provide services in this area to a plain declarative description is the signal that the record has consolidated, and it usually precedes any change in whether you get recommended.