For digital marketing teams at multi-market consumer brands

Know whether AI recommends your brand. Know what to do next.

We run our own AI visibility system for your team: it records whether ChatGPT, Claude, Gemini and Google AI Overviews recommend your brand in the agreed markets, who appears instead and which sources they cite. Your team gets priorities for what to publish next.

Your team’s starting pointAI search

Answer leadership with evidence.

Use the results to explain where your brand appears and agree what your web team or agency should work on next.

  1. Your visibility baseline

    Dated answers from ChatGPT, Claude, Gemini and Google AI Overviews, showing your brand, competitors and cited sources.

  2. Your priorities

    Website fixes and content recommendations, ordered by priority and supported by evidence.

  3. Your next measurement

    With System or Partner, our system measures again every month and updates your priorities.

Agreed questions and markets. Evidence you can inspect.
Balázs Turán

Balázs Turán · Founder
16 years in enterprise analytics. Working directly with your team.

Meet Balázs ↗

How it works

Start with your brand and the questions buyers ask.

When leadership asks whether AI recommends your brand, you need an answer you can support. Share your website, priority markets, products and competitors. We prepare the buyer questions for your approval.

  1. 01

    Agree the questions

    You confirm the buyers, markets and decisions that matter. We define the measurement scope together.

  2. 02

    See where you stand

    We record AI answers and cited sources, then assess your website for technical barriers and missing information.

  3. 03

    Act on the priorities

    Your team receives the priorities as a task list and publishing recommendations. Your team or agency publishes, and a recurring service measures again.

What you receive

Know which changes to discuss with your team.

01

AI visibility baseline

Dated answers from ChatGPT, Claude, Gemini and Google AI Overviews, with brand mentions, competitors and cited sources across the agreed questions and markets.

02

AI readiness task list

Technical barriers and content gaps that affect your AI readiness, ordered by priority with the evidence behind each recommendation.

03

Publishing recommendations

Pages to update, questions to answer and third-party sources to consider for PR or collaborations, so your team always knows what to publish next.

04

MCP connector for your AI assistant

Included with System and Partner. Access your published results and schema drafts in Claude, Codex or another AI application that supports remote MCP connections.

With System or Partner, the next monthly measurement shows what changed and updates the priorities. Your team can use it to review progress after publishing.

Example deliverable · Automotive brandIllustrative scenario

Help EV buyers compare charging times.

The buyer question
How long does this electric car take to charge at home?
The gap to address
The example brand page gives battery capacity and range, but no clear home charging time.
The publishing brief
Add a direct answer and a charging comparison table, using product-approved figures and clearly stated conditions.
View a sample recommendation

An example of the deliverable format, not a client result.

Voice of Customer

Customer questions and objections to guide your content.

Voice of Customer analysis gives your team recurring customer questions, supporting evidence and content recommendations, including suggested formats.

We analyse public customer discussions across social media and forums, including YouTube and Reddit. Topic and sentiment analysis helps your team decide which questions to answer and which concerns need a product or service response.

Content brief · Automotive brandCurrent content-brief pilot

Help car buyers understand the touchscreen controls.

What customers discuss
Which functions have physical controls? Which settings stay saved when the car restarts?
The content recommendation
Explain how drivers use everyday controls and which settings are retained. Suggested formats: an FAQ article and short demonstration videos.
What the brief includes
Customer questions, supporting discussion links and facts to verify before publication.
View a sample content brief

An anonymised sample from the current pilot. The brief is available; validation with the client team is still pending.

Working together

Fit the recommendations into your existing work.

We deliver evidence and prioritised recommendations.

Partner adds monthly human review and a working call.

  1. 01

    CDE delivers the recommendations

    What needs attention, why it matters and what we recommend next.

  2. 02

    Your company acts

    With System, your team or agency carries out the recommendations. With Partner, we coordinate the work with your internal stakeholders, agencies and developers.

  3. 03

    We measure again

    With a recurring service, we repeat the agreed measurements and report what changed.

Choose your support

Choose the next step for your team.

System gives a team that can publish changes a monthly measurement and updated priorities. Choose a Snapshot if you need evidence before committing, or Partner for monthly human review.

Compare scope and pricing

The recurring service

Visibility System

€349 / month

Plus €990 setup

A human quality pass at setup, then automated monthly measurement with a dashboard, an MCP connector, schema drafts ready to paste and prioritized actions. Your team or agency publishes the changes.

Book a call about System ↗

Snapshot · €490 once. A baseline to help you decide what to do next. Credited toward System or Partner if you continue within 60 days.

Partner · From €1,490 / month. Monthly human review and a working call. We coordinate the work with your internal stakeholders, agencies and developers. Setup quoted by scope.

Voice of Customer is scoped and priced separately.

Before we start

Questions about scope and delivery.

What do you need from us?

Your brand, markets, competitors and someone who can approve the buying questions. Where Search Console is part of the analysis, access is read-only.

Do you need access to our website?

No CMS access is needed. With System, your team or agency publishes the changes; with Partner, we coordinate the work with your internal stakeholders, agencies and developers.

Is there a person reviewing the results every month?

Yes, in the Visibility Partner plan, which includes monthly human review and a working call. The Visibility System plan includes a human quality pass at setup, followed by automated monthly delivery.

Can you guarantee that AI will recommend us?

No. AI services decide which brands and sources they include, so we cannot guarantee a recommendation or ranking. We agree the measurement and delivery scope with you, then record the results and provide actions based on the evidence.

Can you support several markets and languages?

Yes. We support the markets and languages your team needs. You confirm the buyers, markets and decisions that matter when we agree the measurement scope.

Can our SEO agency stay involved?

Yes. With System, your agency works with the findings and publishes the changes. With Partner, we coordinate the work with your agency directly.

Your next step

Bring the question your team needs to answer.

Tell us what prompted the enquiry, which markets matter and who can publish changes. We will discuss the measurement scope and recommend whether Snapshot, System or Partner fits.

Book a call

Tell us about your brand and markets.

The call covers which buyer questions to measure, who can act on the results and the support your team needs.

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