AI visibility reporting for agencies.
Your clients are starting to ask a question your monthly report doesn't answer: "does ChatGPT recommend us?" The agencies that can answer it — with a number, a trend and a plan — are about to have a deliverable nobody else is selling.
What to report, in one paragraph.
Report five things: how often the client is named when buyers ask AI for a recommendation, which competitors are named ahead of them, how that's trending, which phrasings and models you tested, and what you did about it. Together those turn "are we visible in ChatGPT?" from an anxious question into a metric a client can watch — and pay you to move.
AI visibility is the rare thing in agency work: a genuinely new line item, on a channel clients already care about, that most of your competitors aren't reporting yet. This guide covers how to structure it and how to sell it.
It's a separate channel with its own scoreboard.
For years the reputation and local-SEO report has looked the same: Google rankings, review counts, some traffic. AI visibility doesn't fit inside any of those boxes, because it measures something different — whether the client is named inside the answer, not where they sit on a page of results. A client can rank first on Google and be completely absent when someone asks ChatGPT "who's the best family dentist near me?" Those are two different channels, and increasingly buyers act on the second one without ever seeing the first.
That's why AI visibility earns its own section in the report rather than a footnote under rank tracking. It also explains the commercial opportunity: because it's new, it's differentiated. When every competing agency sends the same rankings dashboard, the one that adds "here's whether AI assistants recommend you, and here's us improving it" stands out — and can charge for it.
The client AI-visibility scorecard.
A good AI-visibility report is five sections — think of it as the client scorecard. Each answers a question the client actually has, in order.
1. Show-up rate — "are we in the answer?"
The headline number: across all the buyer-style questions you tested, on all three models, how often was the client named? Expressed as a rate — named in, say, six of ten cleaning-service phrasings on ChatGPT — it's instantly legible. This is the metric the client will fixate on, and rightly so.
2. Competitors ahead — "who's beating us?"
For every answer where a competitor was named instead of (or ahead of) the client, log who. A short list of "the businesses AI keeps recommending over you" is both sobering and motivating, and it tells you exactly whose reputation profile to study and out-work.
3. Trend over time — "are we improving?"
One month is a data point; the value is the line. Show the show-up rate moving month over month, so the client can see whether the reviews you're gathering and the community work you're doing are actually shifting the answer. This is what justifies the retainer — visible, measured progress.
4. Coverage — "what did you actually test?"
Show the breadth behind the number: how many phrasings, which services, which locations, which models. This is where you demonstrate rigour — that the score comes from buyer-style questions fanned out across many natural phrasings, not one cherry-picked prompt. Coverage is what makes the whole report credible.
5. Actions — "what are you doing about it?"
Close with the work: the reviews gathered, the community conversations joined, the business-information fixes made — tied to the visibility movement they're meant to drive. This section is what separates a report from an invoice. It shows the client you're not just measuring the channel, you're moving it.
Turning the scorecard into a billable deliverable.
The scorecard is only worth building if it's worth money, and it is — precisely because it's new. Two ways agencies package it: as a premium add-on to an existing retainer ("AI visibility monitoring and reporting"), or baked into a higher tier that's positioned above your standard local-SEO package. Either way, the pitch writes itself: buyers are asking AI for recommendations, you measure whether the client is in those answers, and you do the work to get them there. No competitor sending a rankings PDF can say the same.
Deliver it inside a white-label workspace so the whole thing carries your brand, not a vendor's. Cadence matters too: report monthly to the client, but track weekly underneath, because AI answers are noisy enough that a monthly single-shot measurement would mislead. The client sees a clean trend; you work from the denser data behind it. For the mechanics of the measurement itself, see what is AI visibility tracking?
You can't hand-build this for every client.
The scorecard is straightforward for one client. For a roster of twenty, each with several services and locations, hand-running dozens of phrasings across three models every week is impossible — you'd spend the whole retainer on data collection. This is the part that has to be automated. Reputably runs the buyer-style questions against the live ChatGPT, Gemini and Claude models per client, records who's named ahead of them, tracks the trend, and does it inside a white-label workspace — so you can report AI visibility for the whole roster from one login and hand each client a branded scorecard. See how the agency side fits together in agencies and client workspaces, and compare the field in the best AI visibility tools.
AI visibility reporting, answered.
What should an agency report about AI visibility?
Five things: how often the client is named when buyers ask AI for a recommendation (their show-up rate), which competitors are named ahead of them, how that's trending over time, which buyer phrasings and models were tested, and what actions you took to improve it. Together those turn 'are we visible in ChatGPT?' from an anxious question into a metric a client can watch and pay you to move.
How is AI visibility reporting different from SEO reporting?
SEO reporting shows rankings on a results page a buyer still chooses from; AI visibility reporting shows whether the client is named inside the single answer many buyers now act on without clicking. It's a separate channel with its own scoreboard — a client can rank well on Google and be invisible in ChatGPT — so it belongs as its own section of the report, not a footnote to rank tracking.
Can I charge clients for AI visibility reporting?
Yes — it's one of the few genuinely new deliverables agencies can offer right now. Because most competitors still report only Google rankings, an AI-visibility section is a differentiator you can package as a premium add-on or bundle into a higher retainer tier. The value is concrete: you're measuring and improving a channel that directly affects whether the client gets recommended, and showing the work each month.
How often should AI visibility be reported to clients?
Monthly for the client-facing report, backed by more frequent tracking underneath. AI answers vary by phrasing, session and over time, so the underlying measurement needs to run often enough — typically weekly — to smooth out noise and show a real trend. The client sees a clean monthly movement; you work from the weekly data behind it.
How do agencies track AI visibility for many clients?
By automating it, because doing it by hand across many clients, phrasings and models is unmanageable. Reputably runs buyer-style questions against the live ChatGPT, Gemini and Claude models per client, tracks who's named ahead of them and how it trends, and does it inside a white-label workspace, so an agency can report AI visibility for a whole roster from one login and deliver it in its own branding.
Related guides.
Facts checked July 2026. ChatGPT, Gemini and Claude are trademarks of their respective owners; Reputably is not affiliated with or endorsed by them. AI answers vary by phrasing, session and over time — descriptions here reflect how generative recommendation works by design.
Someone is asking for a recommendation right now. Make sure it's you.
Start your 3-day free trial and see real conversations about what you sell — in minutes, no card, no accounts to connect.