The Business Owner Guide To Generative Engine Optimization
The answer you want describes a baseline: a prompt set built from how your customers actually speak, run across the assistants that matter, with raw answers and cited sources recorded. Everything after that should be justified by reference to what the baseline showed.
Second, prompts that presuppose a weakness: is this company expensive, are they slow, are they suitable for small clients. The answers reveal what the system believes about your reputation, and where the belief is wrong it points at a specific source you can correct.
The more useful signal is qualitative and free. Add one question to your enquiry form or your first sales call asking how the person came across you, and read the answers monthly. When people start saying an assistant recommended you, or start repeating a description of your business you did not write, something has changed in a way no dashboard captured.
The prompt set is the instrument, and almost every weak measurement programme in this field has a weak prompt set at the bottom of it. Get this wrong and everything downstream measures the wrong thing with great precision.
None of these are expensive to fix and all of them are total. A blocked crawler does not reduce your visibility, it eliminates it, and every day the block stands is a day of answers composed without you in them.
One argument tends to close the internal debate faster than any of the above. The audit produces a prompt set, and the prompt set is reusable by anyone you hire afterwards. It converts a vague brief into a specific one, which improves every proposal you receive and lets you compare suppliers on the same evidence rather than on the confidence of their pitch.
None of these are traffic numbers, which is the uncomfortable part. Much of the value in this channel arrives without a click and shows up weeks later as somebody who already knew what you did before they contacted you.
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.
Check How They Handle Numbers Statistics circulate in this field faster than anyone checks them. A widely repeated claim about referral traffic growth turned out to rest on a sample of nineteen analytics properties. A frequently cited conversion comparison came from a vendor that sells the service.
What Honest Reporting Contains The prompt set, versioned and unchanged since last month. The raw answers, kept in full rather than summarised. Which competitors were named. Which sources were cited. What work was done. What moved, and the specific claim about which work caused it.
It is also worth being clear with yourself about what would make you stop. Businesses rarely cancel marketing programmes because the results are bad, they cancel them because attention moved elsewhere, which means good programmes get dropped and poor ones survive on inertia. Writing down the review date and the criteria at the start is a small discipline that mostly protects you from your own future distraction.
Search marketing has a long history of reporting numbers that rise while the business does not. Impressions, rankings for terms nobody buys on, traffic to pages with no commercial intent. The new channel has arrived with its own version of this, and the version is worse, because there is no independent console to check the claims against.
The Cheapest Fixes Have a Deadline That Already Passed Audits routinely surface mechanical problems that have been quietly costing visibility for months. Crawlers blocked in robots.txt. A bot management product returning challenges to legitimate retrieval agents. Key content rendering only after JavaScript executes. Specifications trapped in a PDF.
Keep a small number of deliberately hostile prompts in the set permanently. Questions asking whether you are expensive, slow or suitable only for large clients reveal what the system believes about your reputation, and the belief is often traceable to one specific source. Nobody enjoys reading those answers, and they generate more actionable work than the flattering prompts do.
A reasonable definition: after two quarters, no increase in mentions on buying intent prompts, no improvement in the accuracy of how you are described, and no new citations from the sources your category's answers are built on. If all three are flat, the work is not landing.
The Mistake Almost Everyone Makes Prompt sets written by marketing teams use marketing language. They contain the category name the company uses internally, the segment labels from the positioning document, and generative engine optimization the phrasing from the website.
This is usually a few days of work, it frequently explains a poor baseline entirely, and it improves conventional search as a side effect. It is the cheapest part of the whole exercise and the most commonly skipped.
Anything a client cannot argue with is not a report. If you cannot open the document, disagree with a conclusion and point at the evidence that contradicts it, you have been sent a reassurance rather than an analysis.