What should we track about our AI search visibility?

Track whether and where your brand appears across a consistent set of buyer questions and AI platforms, keeping complete responses and repeating tests over time. Record the question, platform and test date so you can compare recurring patterns rather than rely on isolated answers.

Build a comparable record of buyer answers

Test the questions your customers might ask on the most-used AI platforms, and record whether and where your brand appears. Keep a consistent set of questions for regular testing, and log each question, platform, test date and complete response in a spreadsheet. A comparable record makes changes over time easier to identify than a collection of selected screenshots.

Track visibility in AI answers alongside website traffic, rather than treating visits as the whole picture. Forrester argued in 2026 that, as buyers conduct more research inside answer engines, marketing must shift from driving website traffic towards visibility, authority and authentic differentiation across systems beyond Google. Regular testing gives your team a record of how AI platforms present your brand during buyer research.

Sources: The Prompt: What Does AI Think of Your Brand?

How The Frameworks helps

Assessing your AI search visibility

You need to understand whether your presence in AI search gives people researching suppliers an accurate account of your business. The Frameworks focuses on what AI answers say about your expertise, not simply whether your name appears. It works with you to assess that representation against the questions your audiences ask and the evidence your business holds. Its editorial advice addresses monitoring and competitor comparisons, helping you interpret visibility in the context of credibility and relevance rather than treating every mention as equally valuable.

The Frameworks provides an AI visibility assessment, analysis of your existing knowledge and evidence-backed answer pages written in your brand's voice. These connect the assessment to content that addresses gaps in how your expertise is represented, without weakening your communications for people. You get a clearer basis for deciding which gaps deserve attention and authoritative content that gives AI systems a more complete account of your business.

Let’s talk about understanding your AI search visibility 

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