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AI Visibility Research

Definitions, frameworks, and evidence-based analysis of the concepts that define AI search visibility.

Findcraft is both an AI visibility consultancy and a research programme. Every piece of content we produce serves dual purpose: building industry credibility and collecting empirical data on what content structures get cited by AI engines. This hub collects our core research on the concepts that define AI visibility — from the foundational definitions to the emerging protocols reshaping how businesses get discovered online.

Each page below provides a clear, evidence-based definition of a key concept, links to the primary sources behind the claims, and connects to our deeper analysis in the Industry Research blog. All content follows our M.A.R.C. methodology — sources verified, incentives disclosed, counter-perspectives included.

For our ongoing analysis of industry data — the datasets, the contradictions, and the uncomfortable questions — see our Industry Research blog.