AI Visibility Monthly Report Template: A Five-Section Format and Plain-English Wording for Client Owners

A monthly AI visibility report for a client only needs five fixed sections: this month's 3 numbers, each platform separately, lost prompts, what was done this month, and next month's plan. Every number comes with its question count and a range. Being mentioned by AI and being cited by AI are reported separately, and the report contains no guarantees. When the owner sees the same number in the same place every month, they can see what changed.

This guide is for advertising, SEO and social media agencies that provide AI visibility services to small businesses and local shops. The template isn't tied to any tool, so it works with whatever you measure with. For how to package and price the service, see how agencies can sell GEO to small businesses.

Keep five fixed sections so the owner finds answers in the same place every month

The third column is template text. Replace the bracketed placeholders with this month's real numbers and names. If you didn't measure something, leave it out.

Make the 3 numbers mention rate, citations and lost prompts

1. Mention rate: the share of all answers that mention the client's brand. Always include the range and the number of valid answers. The fewer the questions, the wider the range (see how visibility is calculated).
2. Citations: how many times the client's own pages show up among the source URLs attached to AI answers. At the start it may well be 0 (ours was when we started). Report it honestly. It's the clearest starting point you'll have.
3. Lost prompts: the number of questions where AI recommended a similar brand but not the client. Owners feel this one most, and it turns most easily into next month's work.

Don't combine these three into a single total score. A total score blurs “AI knows about you” together with “AI uses your pages as evidence,” and it hides the gaps between platforms.

Always list each platform separately, because they differ a lot

Results from ChatGPT, Gemini, Perplexity, Google AI Overviews and Claude often differ a lot. In one of our measurements on August 17, 2026, the same brand got 7.9% on Gemini, 5.2% on ChatGPT, and 0% on both Perplexity and Google AI Overviews (our test). If you only report a combined number, the owner will assume every platform is about the same. Fill in the platform section with a table like this:

Google and Bing also have official numbers you can attach. Search Console's generative AI performance reports show how often your site's URLs appeared in generative AI features such as AI Overviews and AI Mode, broken down by page, country, device and date. As of August 31, 2026, they're available to all websites worldwide (Google's announcement). The AI Performance report in Bing Webmaster Tools shows the grounding queries your site appears for (the searches an AI runs to find information for an answer) and which pages were cited for each query (Bing's announcement). Each report only covers its own platform, and both look at web pages, not at whether your brand name came up.

Report mentions and citations separately, because they mean different things for the business

A mention is when the AI says the client's name in its answer. A citation is when the AI links to the client's page as a source. The first means the AI knows you. The second means the AI used your page as the basis for its answer.

OpenAI says ChatGPT answers that use web search “may include citations,” and selecting a citation opens its source. It also warns that search results and citations can be incomplete, outdated or incorrect (OpenAI Help Center). So not every answer has citations. When one does, open it and check that the page really supports that part of the answer.

Our own example: when we measured on August 17, 2026, our brand was mentioned now and then, but our own domain appeared 0 times among 39 cited sources. After we made the 4 changes the report suggested, ChatGPT actually cited our services page in its answer to one question (full case study). A report that only tracked the mention rate would have missed that change completely.

AI answers vary every time, so give the owner a range instead of one number

Ask the same question twice and the AI won't give the same answer word for word. We tested it: the same brand and the same 14 questions, asked in two rounds on September 27, 2026. The mention rate came out 31.5% one time and 41.7% the other (how visibility is calculated). Nothing had changed, and the number still moved by about 10 percentage points.

The platforms' own documentation shows why. OpenAI says ChatGPT may search the web automatically when a question would benefit from current information, may use an approximate location based on the IP address for local results, and may use saved memories to rewrite search queries when memory is on (OpenAI Help Center). Google says AI Overviews and AI Mode may use different models and techniques, so the responses and links they show will vary (Google documentation).

Here's an analogy for the owner: asking AI is like asking different store employees the same question at different times. Each one will say something a little different. So we don't look at one answer. We look at where many answers land when you put them together. In the monthly report, only count a change as real when the ranges don't overlap. If they overlap, write “about the same as last month.”

Turn lost prompts into next month's work list

Lost prompts are the part of the report that turns into action most easily. Write each one in the same format:

• The exact question: how customers ask it, word for word.
• Who AI recommended: list the names and the order. The order can change each time, so write where each one ranked “this time.”
• Which URLs AI cited: open each one and look at the actual page, not just the domain. One domain can host completely different kinds of pages.
• What we're missing: facts on the competitor's page that the client's site doesn't have, like a price range, service area or reviews.
• What we'll do next month: one action per question, saying whether we do it or the client does.

Sentences you can drop straight into a client report

• “This month, roughly [x]% to [y]% of AI answers mentioned you. That overlaps with last month's range, so it's about flat.”
• “AI knows your name, but it isn't using your pages as a source yet. The next step is giving it pages it can cite.”
• “ChatGPT and Gemini mention you. Perplexity doesn't yet. The three platforms are in different places, so we'll handle them separately.”
• “On this question, customers were asking about price. AI recommended a competitor because their site lists a price range and yours doesn't.”
• “This month's number went up, but the range still overlaps with last month's. We'll measure the same questions again next month and only call it a result once it's confirmed.”
• “This month, one AI answer cited your services page directly. That hasn't happened before.”

Report what you measured and leave out guarantees

Google's guidance for site owners says no one can guarantee a #1 ranking on Google (Google Search Central). AI answers move around even more, so guarantees have no place in a monthly report:

• Don't promise what next month's mention rate will be.
• Don't promise that any platform will recommend or cite the client.
• Don't give a timeline of weeks or months for results.
• Don't write “#1 in AI.” The order in AI answers can change every time, so only write where the client ranked “this time.”
• A projected lift from a tool is a scenario estimate, not a promise. If you include it, label it that way, or leave it out.
• Don't present one increase as a result. If the ranges still overlap, it isn't confirmed yet.

Run this checklist before you send the report

1. The questions are the same set as last month. If they changed, don't show a before-and-after.
2. The platforms are the same. If one is missing this month, note it in the report and don't compare the combined numbers with last month's.
3. All aliases are entered. If you leave out an abbreviation, a former name, the parent company's name or a name in another language, mentions under that name count as missing.
4. The competitors are in the same category. The rivals AI brings up are sometimes a different kind of product. Explain those to the owner separately.
5. You opened every cited URL and confirmed the page really supports that part of the answer.
6. Every number has its question count and range, and every placeholder in the template sentences has this month's real number.
7. The report language and white-label settings are right. Then send it.

Frequently asked questions

Next step: pick one client, apply this template, and make the first report your baseline. If you haven't measured yet, start with a free quick scan to see how well AI can understand the client's website. It looks at ChatGPT only, needs no sign-up, takes about 1–2 minutes and runs 2 live test questions, and each email address can get the PDF once. To get full reports across 5 platforms for many clients, see the agency plan.