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.
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.
01
Agree the questions
You confirm the buyers, markets and decisions that matter. We define the measurement scope together.
02
See where you stand
We record AI answers and cited sources, then assess your website for technical barriers and missing information.
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.
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.
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.
01
CDE delivers the recommendations
What needs attention, why it matters and what we recommend next.
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.
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.
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.
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.