Measuring Return On Generative Engine Optimization Work
It does not contain a return on investment figure calculated from an assumed conversion rate applied to an estimated mention volume. That calculation looks rigorous and is a chain of guesses, and it will not survive the first person who asks where the first number came from.
What You Can Do Legitimately More than most teams assume. Claim every profile that allows it and complete it properly. Correct factual errors on platforms that accept corrections, which most do when you have evidence. Respond to reviews, including critical ones, since an unanswered complaint reads as inattention.
Who Actually Needs One If your buyers research before they purchase, you are exposed. Software, professional services, healthcare, home services, equipment and anything with a considered purchase all show heavy assistant use at the research stage. If people buy from you on impulse or purely on price at the shelf, this matters far less.
Set a Cadence and Stick to It Monthly is enough for most categories. Run the same prompts, the same number of times, and keep every answer. The value compounds because you can look back and see when a competitor entered the shortlist and which source appeared alongside them.
You also cannot cleanly attribute a purchase to a recommendation the buyer received three weeks earlier in a conversation you never saw. That influence is real, it is often the main value of the channel, and it will not appear in any report you own.
Keep a record of every correction you request and its outcome, including refusals. It gives you a realistic picture of which sources are worth approaching again, it prevents the same request being sent twice by different people, and it turns an activity that usually feels like shouting into a void into something with a measurable acceptance rate.
One practical note on prioritising outreach. Sort your citation list by frequency and start at the top, not at the most prestigious name. A directory that appears in half your category's answers is worth more than a publication that impresses your board and has never been cited once. This is the point at which visibility work and conventional public relations objectives diverge, and it is worth saying out loud before the two budgets start competing.
One presentational point makes this considerably easier to defend. Put the limitations on the first page rather than in a footnote. A report that opens by stating what cannot be measured is read as careful, while the same information discovered later is read as something that was concealed, and the difference determines how the numbers around it are treated.
The sources column is the one people skip and the one that generates the actual work. It tells you which third party pages your category's answers are built from, which is a target list you did not have to guess at. get your brand recommended by ChatGPT
Results Split by Intent, With Run Counts Not one number. Mention rate reported as a fraction with the run count visible, broken out by prompt tier, so buying intent is never blended with definitional questions.
None of that is achieved by keyword density or by publishing more blog posts. It is closer to reputation work with a technical spine. The agency is trying to change what a model believes about your company, and models form beliefs from the whole web, not from your website alone.
Accept What Cannot Be Measured Start here, because every credible measurement framework in this channel begins with a subtraction. You cannot count how often you were named. No provider publishes it, and no third party tool can do more than sample.
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 your brand recommended by ChatGPT
What Not to Do, and Why It Backfires Fabricated reviews, seeded forum threads under false identities, and paid placements presented as independent all exist and all fail on the same axis. Detection has improved, platforms enforce against it, and the reputational cost when it surfaces exceeds anything the visibility was worth.
The Prompt Set, Unchanged The report opens with the prompt set used, versioned and dated, and a statement that it is identical to last month's. If it changed, the change is listed explicitly with a reason, and the previous series is kept alongside so comparisons remain honest.
Content quality also carries across. Pages written to answer a real question, with specifics and figures and a clear point of view, perform better in both channels. The overlap is real enough that a competent traditional SEO team can learn this work. The gap is in measurement and in the parts that have no search equivalent.
Visibility in this channel is not a number you can look up. There is no console that reports how often an assistant named your company last month, and the tools that claim to supply one are sampling rather than counting. That does not make measurement impossible. It makes it manual, and manual is fine as long as you are honest about what you are measuring.