Visibility across multiple clients’ AI: how an agency can measure them all at once

Below, we explain how to set up such a survey, how many questions each customer is asked, what the timetable looks like and how much it costs. We describe the service that can be built on this basis in the text GEO services at an SEO agency.

Why doesn’t manual measurement work with multiple clients?

This is because manually measuring visibility in AI across multiple clients does not scale and does not yield comparable results. A manual test for a single brand involves a dozen or so questions asked of four models, several times each, as AI chatbots respond slightly differently each time. That’s an hour or two’s work per client. With ten clients, that’s two days’ work every month, and the result still depends on who asked the questions, from which account, and using which words.

The second problem is comparison. If one member of staff asked the questions in July and another in August, and the latter phrased them differently, the difference in the results may be down to the wording rather than the agency’s work. The client will then ask what they are paying for. That is why, for many brands, reliable measurement is based on a fixed set of questions, as we describe in the entry frozen query set.

How do you set up visibility measurement in AI for multiple clients?

The same principles apply to every brand. Only the keywords and competitors differ; the method remains the same.

We describe the ‘no brand name’ rule in the entry neutral scan, and the way in which we measure chats with web searches, in the text Measurement with web search. The full method is on the website Methodology.

How many questions and phrases does a single customer need?

When measuring visibility in AI, many customers typically require between 3 and 12 phrases each, which equates to between 9 and 36 questions. One key phrase This breaks down into several questions, as customers ask the same thing using different words. A local service provider offering a single service can be covered by three phrases. A shop with several categories or a B2B company with a broader range of products needs 6–12. More important than the number is whether the phrases answer the questions that drive sales, rather than general questions.

How do you report visibility in multi-client AI?

The same applies to every client, showing their performance relative to the competition and a comparison with the previous measurement. The client doesn’t need to understand how the model works. They need to see three figures and one list: how many times their brand is mentioned in the responses, how often the models cite their website, how they compare against their competitors, and what to do next. We describe the details in the text AI Visibility Report for the client.

Customers most often ask about price drops. AI chatbots respond slightly differently each time, so a single drop of a few points is usually just a fluctuation. We explain how to explain this in the text A drop in AI visibility: a temporary fluctuation or a real problem?.

How much does it cost to measure visibility in AI for multiple clients?

The Aelo Plan Pro, at 999 zł net per month, covers 3 client brands, 12 phrases (36 questions) and 2 users. You can purchase additional brands for 499 zł net per month. With annual billing, prices are 20% lower. Agencies that manage more brands or wish to send reports under their own logo can opt for the Custom plan from 1,999 PLN net, which includes an API and white-labelling. We compare all plans at pricing, and the prices of other tools mentioned in the text How much does visibility monitoring cost in AI?.

With AI-powered visibility, for many clients the cost of the tool per client is usually lower than an hour’s manual labour, and the report is generated without the need for rewriting. According to the price lists of Polish agencies, basic GEO services cost the client between approximately 1,500 and 2,000 PLN net per month, so measurement accounts for only a small proportion of the service price.

How does Aelo manage multiple brands from a single dashboard?

You can check the visibility of multiple clients in AI from a single account: the brands are displayed side by side, each with its own results and report. Module Visibility in AI It assesses each brand against its fixed set of questions on ChatGPT, Claude, Gemini and Perplexity. The results are used to create tasks in Tickets, organised by impact, with a justification that is easy to present to the client. You will prepare the text and graphics for the vulnerabilities identified in Studio, and keeps track of information about each brand Synapsis, so the subsequent materials are consistent with the previous ones.

We explain how to add another brand and competitors in the help section: How to add a brand in Aelo and How to add competitors. You can find out more about the agency’s work at Aelo on the following pages Aelo for agencies and Aelo for SEO agencies. If a client asks how to choose an agency, send them this text GEO Agency: how to choose.

Start with one client on the Free plan: you’ll get your first measurement and a full report without needing a card. Show it to your client, and you can add the rest of your brands on the Pro plan.

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FAQ

Sources

• Aelo, price list and plan comparison (October 2026): https://aeloapp.io/cennik/
• SparkToro and Gumshoe.ai, a study into the consistency of brand recommendations in AI (January 2026): https://sparktoro.com/blog/new-research-ais-are-highly-inconsistent-when-recommending-brands-or-products-marketers-should-take-care-when-tracking-ai-visibility/