Field notes for AI visibility

Research, practical methods and product insights from the team behind the Three-Layer Approach. Explore how content is read by people, search engines and AI systems.

From an observation to a repeatable method

Our articles connect technical findings with editorial decisions: how a page is accessed, which claims it makes and what model responses actually show. Read each example with its date, sources and limitations. A case study can suggest a useful test without predicting the same result for every site.

Find the next step for your content

Use the framework to understand the three layers, the glossary to check terminology and the product guides to put a finding into practice. Keep the original URL and measurement period when evaluating a change. Search indexing, AI citations and referral traffic deserve separate checks.