The Operating System
for Brands in AI
NEED
Customers now use AI to learn about categories, compare brands, and decide what to buy.
How a brand is described in AI responses to prompts about its category has become a competitive position.
That position cannot be managed through campaigns, content, or agencies alone.
Marketing teams can see how (if) AI describes them and their competitors to consumers, but they cannot see the underlying sources, structures, and mistakes that contribute to those descriptions — and so they cannot address them.
Optimization without measurement is guesswork.
Technology updates, competitor activity, and sources of information are always in motion and can all silently change how a brand is described.
VALUE
We give an organization a process for seeing, correcting, and preparing its brand in the sources AI uses to synthesize a response to consumers.
We make it visible, measurable, and actionable.
We show the gap between how AI describes a brand when asked directly, and whether it names the brand at all, when the prompt is about the category.
We don't (re)brand or execute changes in AI sources — except at an organization's request, and only then with approved facts revealed in our process.
We measure, explain, collaborate, document, and present.
These are the disciplines the IAB's August 2026 measurement guidelines tell brands to demand of any provider.
PROCESS
1st: We measure how AI describes the brand, the category, and the competition, and we rank the sources behind those answers by how often they appear and how much authority they carry, so we know where to focus.
2nd: We test the brand's own claims against the independent sources AI consults, so the gap between what the brand says and what it can prove is visible and addressable.
3rd: We open the pages to confirm they say what AI says they do — they often don't, and every number we report depends on it.
4th: We recommend an action plan and review it quarterly to track the impact on the brand's position.
DELIVERABLES
The Audit. How AI represents the brand and its closest competitors, with every finding tied to its sources.
Gap Closure. The priority claims and facts to strengthen, and the sources where the brand is missing or misrepresented.
Quarterly Measurement. The comparative audit each quarter, delivered as a board-grade progress report.
Drift Checks — on demand. Between quarterly measurements: model updates, competitor activity, sources surfacing and disappearing. Same tools and process, lighter pass — a directional reading, labeled as such. When it finds real movement, the next quarterly measurement confirms it.
Knowledge Transfer. Workshops and executive presentations of results — your team learns to read the measurement and act on it.