Defensible baselines
Use buyer-intent prompt families and document the model, date, answer context, competitors, and sources.
AI visibility for agencies
Give clients evidence about where they appear, how AI describes them, which competitors win, what sources shape the answer, and which actions deserve priority.
The problem
Screenshots and one-time prompts are easy to produce but hard to defend. Agencies need a repeatable framework that turns a changing answer surface into an honest diagnosis and useful work plan.
Clients ask whether ChatGPT recommends them, but the answer changes across prompts and platforms.
A single visibility score hides inaccurate descriptions, weak recommendation context, and source gaps.
Teams struggle to connect SEO, content, digital PR, and reputation work to AI outcomes.
Reports identify mentions but do not explain what the agency should improve next.
Intelligence you receive
Use buyer-intent prompt families and document the model, date, answer context, competitors, and sources.
Explain not only where a brand is absent, but the clarity, relevance, and evidence gaps behind it.
Convert findings into website, content, entity, authority, comparison, and source actions.
Retest consistently and annotate the work shipped so clients can evaluate directional change.
How it works
Build prompts around the categories, problems, audiences, alternatives, and constraints that drive revenue.
Compare brand visibility, perception, competitors, citations, and the sources available to support claims.
Prioritize changes by value and effort, then use consistent retesting to guide the next client cycle.
Start with a stable set of client-specific buyer prompts. Report presence, perception, recommended competitors, sources, and changes connected to work shipped rather than presenting one opaque score.
No. Search performance and generative visibility overlap, but they measure different experiences. Agencies should connect technical and content work to both Google discovery and AI recommendations without treating them as identical channels.
Common opportunities include clearer positioning, question-led content, comparison pages, structured entities, stronger internal linking, source consistency, customer evidence, relevant profiles, reviews, and digital PR.
Keep exploring
Use a repeatable framework instead of relying on isolated screenshots.
Learn moreExplain how the disciplines support different stages of client discovery.
Learn moreCreate an evidence-backed starting point for an agency or client brand.
Learn more