One thing worth measuring separately is how recent your reviews are relative to your competitors on the same platform. Volume comparisons are the usual instinct and recency is the more informative one, because a profile with steady recent activity describes a business as it operates now while a larger historic total describes one that used to be busy.
Payment tied to a proprietary visibility score is worse, because the vendor controls the number and the methodology behind it. There is no independent scoreboard in this channel, which is precisely why performance pricing that works elsewhere does not work here.
Descriptions of your business moving from hedged to definite, which you can read yourself in the raw answers. Third party sources that previously described you wrongly now describing you correctly. And an increase in the fraction of runs naming you on buying intent prompts specifically, reported with run counts visible.
An agency doing the work sends these the same day, because they already exist as a by-product of the measurement. One that does not will explain that the platform does not export in that format, or that the data is summarised in the dashboard.
The test that keeps this honest is simple. Show the rewritten page to somebody who buys from you and ask whether it is clearer. If the answer is no, no amount of extraction friendliness makes it a good page. chatgpt seo
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.
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.
One thing worth deciding before you start is who inside the business will answer factual questions. This work generates a steady trickle of small queries about lead times, price ranges and what you will and will not take on, and an agency that cannot get answers will either stall or guess. Naming one person and giving them twenty minutes a week removes the most common cause of these projects drifting.
The idea is reasonable and adoption is inconsistent. Support varies by provider and no major system currently treats it as required. Treat it as a cheap and speculative addition rather than a deliverable worth paying much for.
The decision that almost never makes sense for a commercial business is blocking the agents that fetch pages when composing answers. That is the mechanism by which you get recommended, and turning it off is the equivalent of declining to be listed anywhere, taken quietly, usually by accident.
This is the least interesting subject in the discipline and the one that most often explains a total absence from generated answers. A brand can do everything else correctly and remain invisible because a line in a text file, or a setting nobody remembers enabling, is turning the relevant crawlers away.
The Blocks Nobody Chose Most blocking discovered during audits was never a decision. A disallow copied from a template. A staging rule that survived a migration. A security plugin with an aggressive default. A content delivery network setting labelled bot protection with a switch nobody has looked at since launch.
This is a plan rather than an explanation. It assumes you have already accepted that some of your buyers are asking an assistant for recommendations before they contact anybody, and that you would prefer to be named.
The output is a spreadsheet and it is the most important document in the project. It tells you whether you are named, whether what is said about you is true, who is named instead, and which pages your category's answers are actually built from.
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.
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.
Performance and Score Based Models Both sound aligned and both create problems. Payment tied to mentions creates pressure to shape the prompt set toward questions you already win, which is measurable improvement that means nothing.
Where a Real Tension Exists Two places, and they are worth naming honestly rather than pretending everything aligns. The first is the hero section. A large image with six words over it is a legitimate design choice and it gives a machine nothing to work with.
The Structural Reason A system composing a recommendation needs to weigh several options against each other. A review site has already done that. A brand site argues for one option and has an obvious interest in the conclusion.