AI search intelligence

OpenAI Advertising. New intent data, new media opportunity.

Search behaviour is moving into conversational interfaces. We turn aggregated topic and question signals into practical decisions for motorcycle manufacturers, distributors, dealer networks and specialist brands.

Aggregated questionsMarket-level demandSEO / AI visibility / paid
Topic and question intelligence can be read locally, nationally or internationally without exposing individual identities or private conversations.

Not a data dump

A decision system built around quality.

Detailed rider questions reveal more than a conventional keyword. They expose the bike being considered, the use case, the uncertainty, the comparison and often the commercial barrier. But a large dataset is not automatically a good dataset.

We check the signals, remove obvious noise, compare what is recurring and interpret the result through real motorcycle-market experience. The output is a prioritised view of what matters, why it matters and what a brand or dealer should do about it.

How the intelligence is used

Questions become useful only when they change a decision.

We bring approved, aggregated topic and question signals into a market view, check whether they are relevant and repeated enough to matter, then interpret them with motorcycle-sector knowledge. The useful signals can inform research, website content, media, creative and eligible conversational advertising.

The purpose is not to create another dashboard. It is to distinguish a meaningful change in demand from noise and show where that information should affect the work.

Aggregated questionsTopics, comparisons and recurring areas of interest within the market.
Commercial interpretationCategory knowledge, geography, repetition and relevance determine whether the signal is useful.
Website + media responseSEO, AI content, creative, market insight and paid activation where appropriate.

What this looks like

Answers, sponsored placements and visibility reporting.

These examples show the practical parts of the service: reviewing which brands and sources appear in AI answers, planning a clearly labelled sponsored next step, and monitoring prompts, mentions and citations over time.

AI Overview example for the prompt best adventure touring motorcycle, showing brands and cited sources
AI answer and source visibilityAn example of the brands and sources appearing around an adventure-touring question.
Illustrative sponsored placement concepts within a ChatGPT-style answer experience
Sponsored placement conceptsIllustrative examples of how a clearly labelled advert could provide a useful next step below an answer.
AI visibility monitoring example showing prompts, responses, brand mentions and source counts
Prompt and citation monitoringA working view of recurring prompts, brand mentions, citations and the sources shaping an answer.

Scale without losing context

Read demand at the level the decision is made.

Dealer teams need local opportunity. National sales companies need market direction. Global teams need comparison without flattening the differences between territories.

01 / Local

Dealer catchment

Understand the practical questions, service needs and product interest around a trading area when volume and thresholds allow.

02 / National

Market view

Track category movement, finance concerns, product consideration and content gaps across a national market.

03 / International

Territory comparison

Compare emerging language and intent across markets without assuming one country behaves like another.

Tested before release

A live test environment, not a theoretical promise.

We first applied the methodology to Surface Works, another business owned by our founder, across its two UK vehicle-protection outlets. That controlled environment let us test whether conversational topics produced useful content and campaign decisions before offering the service more widely.

We continue to compare what the data suggests with our established motorcycle-sector subjects. If a signal does not hold up under scrutiny, we do not build a client recommendation around it.

Read how we test new capability Methodology and privacy detail

Clear boundaries

What this intelligence is, and is not.

We work with
  • Approved, aggregated topic and question signals
  • Market, category and geography-level patterns
  • Quality-checked analysis and recommendations
  • Platform-controlled campaign and reporting tools
We do not receive
  • Names, account details or private chat histories
  • Raw personal conversation transcripts
  • Individual profiles built from AI conversations
  • A way to influence or rewrite an organic AI answer

Ways to start

Begin with the decision you need to make.

The right entry point depends on whether you need a market view, an ongoing visibility programme or a controlled paid pilot.

AI Demand Map

A one-off audit of priority topics, questions, gaps and opportunities across an agreed market or category.

Best for launches and planning

AI Visibility Programme

Recurring insight, content planning, technical improvement and measurement for brands building long-term discoverability.

Best for sustained growth

AI Paid Pilot

Eligible paid activation with campaign structure, creative, landing experience, measurement and a clear learning agenda.

Best for controlled activation

Questions, answered

OpenAI Advertising without the fog.

Can you see individual ChatGPT conversations?+

No. The service works with approved, aggregated topic and question signals. We do not receive names, account details, private chat histories or raw personal transcripts.

Can you guarantee a brand will appear in an AI answer?+

No agency can guarantee a citation, recommendation or ranking inside an AI-generated answer. We can improve the clarity, authority, structure and discoverability of the information a brand publishes.

Can you advertise in ChatGPT?+

Where the advertiser, market and campaign are eligible, we can plan and manage clearly labelled ChatGPT Ads activity. Availability and platform controls change over time, and the platform, not the advertiser, controls delivery.

How local can the insight be?+

Analysis can be structured around dealer catchments, regions, national markets or international comparisons where reporting thresholds and signal volume support that level of detail.

Is this a raw data feed?+

No. Our value is in validation and interpretation. Clients receive a managed insight, content and activation service rather than an unexplained export.

Find the opportunity

See what your market is asking.

Give us the category, territory or dealer network. We’ll define the most useful first view and be clear about what the available signal can support.

Request an opportunity map