Prompt visibility
Record whether the brand appears across a controlled set of commercial, informational and comparison prompts.
Improve how your business is discovered, understood, cited and recommended across Google AI Overviews, ChatGPT Search, Gemini, Perplexity and Microsoft Copilot.





Different systems retrieve, combine and cite sources in different ways. Our work begins with the real prompts customers use and the sources currently shaping each answer.
Record whether the brand appears across a controlled set of commercial, informational and comparison prompts.
Identify which owned pages and third-party sources are linked or used to support generated answers.
Monitor when the business is named in provider shortlists and what evidence accompanies the recommendation.
Correct unclear entities, outdated details and source gaps that cause incomplete or inaccurate descriptions.
Compare which competitors enter the answer, the claims supporting them and the sources giving them credibility.
Map recurring publications, directories, communities and reference pages influencing the answer set.
The work is grounded in observed SERPs, controlled checks and Dave Hobbs’ 27 years in search—not a generic summary of platform documentation.
Group real discovery prompts by audience, intent, service, problem, comparison, location and decision stage.
Record platforms, dates, answers, cited URLs, brand mentions, competitors and sentiment before changes.
Improve crawlable content, entity relationships, original proof, internal links and credible external corroboration.
Repeat the prompt set and compare citation, wording, inclusion and competitor movement over time.
The reporting must show whether the brand enters the answer, owns the source and influences a commercial decision.
Each test is recorded with its platform or SERP, date, location, answer, sources and competing brands.
Request a review of the queries, prompts, sources, competitors and content gaps shaping your visibility.