For digital marketing teams at multi-market consumer brands

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

See who appears instead and what your team should publish next. We run our own AI visibility system for your team across the agreed markets and turn the evidence into priorities.

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, Google AI Overviews and Perplexity, 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 a task list and publishing recommendations. Your team or agency publishes; a recurring service measures again.

What you receive

Know which changes to discuss with your team.

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.

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. 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

Fit the recommendations into your existing work.

We deliver evidence and prioritised recommendations to your nominated contact. That person decides who checks the facts, produces the content and publishes the changes.

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

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 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

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.

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

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