How I Check Whether AI Recommends You: Measuring GEO Visibility

When I talk to businesses about GEO, the first reasonable objection is: “this all sounds nice, but how do I know it works?”. Fair question. If something cannot be measured, it is a promise, not work. The good news is that visibility in AI answers can be measured, and that measurement is exactly what separates a serious approach from slogans.

The short answer: we check whether AI models mention you by asking them systematically with the questions your clients ask, recording whether and how you appear, and comparing your picture against competitors and against yourself over time. Let me walk through how that works in practice.

First, we define the right questions

GEO visibility is not measured with one generic prompt. It is measured with the real questions a prospective client would ask: “who builds an eshop in Thessaloniki?”, “best SEO company for a small hotel”, “who should I trust to manage short-term rentals”. We build a representative set of such questions for your specific field and audience. That set becomes the benchmark: without it, any measurement is arbitrary.

We ask the models where your clients are

One model is not enough. Your clients ask ChatGPT, Perplexity, Gemini, and they see Google’s AI answers. Each one synthesizes differently and draws from different sources. We check your presence across everything that matters for your audience, because one may mention you while another ignores you, and that on its own is useful information.

We record not only whether, but how

The question is not only “did it mention you?”. It is also: did it mention you accurately or with wrong details? Did it place you in the right category? Did it present you as a trustworthy option or as an afterthought? Did it connect you with the right area and the right services? A model that mentions you incorrectly is almost as costly as one that ignores you. The quality of the mention matters as much as its existence. We record specific metrics: mention rate (how often you are mentioned), citation rate (how often you are given as a source), and your position or prominence within the answer.

We compare: against competitors and against yourself

A number with no reference point says nothing. That is why measurement has two axes. The first is competition: who the models mention instead of you, and why. Here we measure share of voice, your share of presence against competitors across the same set of questions. The second is time: how your picture changes before and after the work is done. That second comparison is what turns GEO from a promise into a measurable result.

We cross-check with real traffic

Presence in AI answers leaves traces in your own data too: visitors arriving from AI platforms, queries that mention your business by name, shifts in behaviour after a mention. By cross-checking what the models say with what visitors actually do, the picture becomes complete rather than theoretical.

Why it is not a one-off

Models get updated, sources change, competitors move. A single measurement is a snapshot of one moment. The value comes from tracking over time: knowing whether you are rising or falling in the answers that bring clients, and correcting course with data rather than guesswork.

We run this through our own platform

None of this is theory, nor manual work every time. We run it through MS-Tools, the proprietary diagnostics platform we built and use daily with clients. It measures across multiple answer engines, breaks the results down per engine, gives a GEO readiness score, proposes tailored questions and specific advice, keeps history and trend, and turns the findings into tracked tasks and a branded client report. It is not a generic off-the-shelf tool, it is built by a practitioner for real work.

From measurement to result

This methodology is the foundation of our work at MS-Logic: we do not promise vague “AI visibility”. We measure where you stand, identify what holds you back, and build the signals models need in order to recommend you, while tracking the change.

Want a GEO visibility check for your business, with a concrete picture of where you appear today in AI answers? Contact us at sales@mslogic.gr or through the form on mslogic.gr.