How Often Should You Re-Test Your AI Visibility

Press coverage spent two decades being valued in this industry mainly for the links it carried. That was always a reductive way to think about it, and it has now become an actively misleading one, because the mechanism that gives coverage its value here has nothing to do with links at all.

Set Up So You Do Not Fool Yourself Open a signed out session, or a fresh one with memory and personalisation disabled. This matters more than anything else in the method. An account that has spent the week researching your own company will show you a flattering picture that has nothing to do with what a stranger sees.

Bring one other person from the business, ideally from sales. They will spot inaccuracies in how you are described that a marketing reader skims past, and they will tell you within minutes whether the prompts sound like real customers. That second opinion costs half an hour and prevents the most common flaw in a self run audit, which is a set of questions written in the company's own language.

A weak brief produces a generic proposal, and a generic proposal produces a generic engagement that spends the first two months discovering things you already knew. The brief is the cheapest lever you have over the quality of the work.

And read the raw text periodically rather than only the tallies. Changes in how you are described, from hedged to definite or from generic to specific, often precede changes in whether you appear at all, and no counting method will surface that. generative engine optimization

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.

The Mechanism Has Changed A link passed authority through a graph. A mention in a generated answer works differently: the publication's text is retrieved, read and used as evidence about what your company is and whether it is worth recommending.

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.

Two asking who to hire or buy from for the thing you sell. Two describing the problem your product solves without naming the category. Two comparing named competitors. Two asking about a specific situation your best customers are in. One asking directly who your company is. One asking whether your company is any good.

When to Test More Often Three situations justify a tighter loop. During an active campaign where you need to attribute a specific change, weekly runs on a subset of prompts are reasonable, provided you accept the variance.

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.

Save the document and the date. In three months you will run the same ten prompts again, and the comparison is the only thing that will tell you whether anything you did in between mattered. generative engine optimization

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.

The success measure should include whether the coverage contains a usable descriptive sentence, not only whether it appeared and whether it linked. And the briefing material should lead with specifics rather than with positioning language.

If you will not name competitors, say that too, and understand it removes the highest performing content format from the plan. Better to have that argument in the brief than to have a comparison page written and then killed.

Speed Is a Structural Advantage Because retrieval happens live, a page published this week can be cited this week. A small business can publish a page in an afternoon. A large one takes six weeks to get the same page through legal and brand review.

Include one deliberately open question at the end, asking what they would do differently from what the brief proposes. A good supplier will disagree with something, and the disagreement is worth more than the rest of the proposal because it shows they read the situation rather than the request. A response that agrees with every assumption in your brief has told you nothing you did not already believe.

This entire area usually amounts to a day of work. It is routinely the difference between a brand that appears in answers and one that does not, and it is worth doing before anybody writes a single word of new content. generative engine optimization

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.