For digital marketing teams at multi-market consumer brands

Know where you stand in AI search. Know what to do next.

We run our own AI visibility system for your team, from measurement to website priorities and content recommendations.

Your team’s starting pointAI search

A clear view. An ordered plan.

Understand what AI says about your brand and where your team needs to act.

  1. Your visibility baseline

    Dated answers from ChatGPT, Claude, Gemini, Google AI Overviews and Perplexity, with brand mentions and the sources behind them.

  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.

AI visibility and AI readiness, connected to your team’s work.
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.

Share your website, priority markets, products and competitors. We prepare the buyer questions for your approval and agree what to measure.

  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 a task list and publishing recommendations. Your team or agency publishes; a recurring service measures again.

What you receive

Evidence your team can work with.

01

AI visibility baseline

Dated answers, brand mentions and cited sources across the agreed questions and markets.

02

AI readiness task list

Technical barriers and content gaps, 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.

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.

A recurring service adds repeat measurements to check progress and set the next priorities.

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. Your team decides how to use them.

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. Your contact decides who does the work, which format to use and where to publish.
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

Your priorities. Your team decides how to act.

We work with your nominated contact. You receive the findings, recommended changes and priorities. Your contact decides how to distribute the work across the company and any agency partners.

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 contact coordinates the work

    Your company decides who gets involved and how to carry out the recommendations.

  3. 03

    We measure again

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

Choose your support

A starting point. Then the support your team needs.

Start with a Snapshot, run the work with System or review the priorities together through Partner.

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 bounded baseline before a recurring commitment.

Partner · From €1,490 / month. Monthly human review and a working call with your contact. Setup quoted by scope.

Voice of Customer is scoped and priced separately. Hands-on implementation requires a separate scope.

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. We work with a nominated contact who distributes the recommendations within your company.

Do you need access to our website?

The standard service requires no CMS access. Your team or agency publishes the changes. Hands-on implementation requires a separate scope.

Is there a person reviewing the results every month?

Partner includes monthly human review and a working call. System includes a human quality pass at setup, followed by automated monthly delivery.

Can you guarantee that AI will recommend us?

AI services decide which brands and sources they include. We agree the measurement and delivery scope with you, then record the results and provide actions based on the evidence. We cannot guarantee a recommendation or ranking.

Can you support several markets and languages?

We support the markets and languages your team needs.

Can our SEO agency stay involved?

Yes. Your agency can work with the findings and publish changes. Your contact decides how to involve them.

Your next step

Decide what your team should do next.

Tell us which brand and markets you want to understand. We will discuss the questions to measure, who can act on the findings and the support your team needs.

Book a call

Tell us about your brand and markets.

We will discuss which buyer questions to measure, who can act on the findings and the support your team needs.

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