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.
What It Should Not Cost This is a defined piece of work with a defined output, and it should be priced that way. Be cautious about audits bundled inescapably into a twelve month retainer, since that structure gives the diagnosis a commercial interest in the treatment.
The acceptance rate on polite, specific correction requests is considerably higher than people expect, because no publication wants to be wrong. It costs an email and it fixes a source that may be feeding answers for years.
How to Tell If It Is Working Ask an assistant directly who your company is, in a signed out session, and read what comes back. You are checking three things: whether the facts are right, whether it hedges, and whether it confuses you with anybody.
Then ask it to name your leadership, llm seo your location and what you sell. Wrong answers here point at specific sources you can go and correct, which makes this one of the few diagnostics in the field that hands you a task list directly.
The Baseline Is Worth More the Earlier You Take It A baseline taken today lets you attribute change later. Without one, when something moves you will be reduced to guessing whether it was the assistants, a search update, a competitor's campaign, seasonality or your own site changes.
A useful way to think about the sequence is that each stage moved a task from the user to the interface. First the fact, then the summary, and now the comparison. Each move removed a reason to visit a website, and each was followed by an industry insisting the change had been overstated. It is reasonable to expect the pattern to continue rather than to stop at a convenient point.
The Signals That Mean Something Four things are hard to fake and worth watching closely. Your own pages beginning to appear in cited sources, which is directly observable in any assistant that shows citations.
Nor has any of this removed the need for a real product and real customers who will say so. If anything it has increased it, since corroboration from independent sources now feeds directly into whether a machine will recommend you.
The distinction to draw is between flat results with the inputs completed, and flat results with the inputs missing. The first is a category or timing problem and may be worth persisting with. The second is a delivery problem.
There is a specific failure that catches out otherwise well marketed companies. An assistant clearly knows things about them, cites a page that mentions them, and still declines to recommend them, or worse, confuses them with a similarly named business in another country.
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.
The Signals That Mean Nothing A rising composite visibility score with no methodology attached. The vendor controls both the number and the prompt set behind it, and it can improve without anything changing.
This is the whole argument in one sentence, and it is why the audit is worth running even if you intend to do nothing with the findings for six months. The measurement is cheap. Reconstructing a baseline you never took is impossible.
Screenshots of favourable answers with no run count, which say nothing about how many attempts produced them. Impressions or traffic from unrelated channels included to fill a report. And activity described in the language of effort, such as ongoing optimisation, with no countable output attached.
Ahrefs measured this in July 2025 across 15,000 long-tail prompts and four assistants, finding roughly 80 percent of cited pages did not rank for the original query, with about 12 percent in the top ten. The overlap is real but partial, which is the worst case for planning: you cannot ignore your rankings and you cannot rely on them either.
Before leaving, make sure you take the prompt set, the baseline archive and everything published. If those were not yours under the contract, that is a lesson for the next agreement rather than something to negotiate at the exit.
Frame It as Insurance Where Appropriate For businesses whose category shows light assistant use, the honest framing is not growth. It is that the cost of entering rises as third party coverage fills in, and that a baseline taken now is what will let you attribute any future decline.
It helps where one is justified, but notability requirements make it unavailable to most businesses and attempting to force one usually backfires. Consistent details across ordinary sources achieve most of the effect.