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ACCESS AND SCOPE NOTICE
Detailed methodologies for AI visibility measurement, architectural frameworks, and diagnostic practices are maintained separately. This paper describes the structural gap — not the operational response.
Public documentation describes what is happening, not how to address it.
| About This Document: The analysis framework was developed by Bernard Lynch, Founder of CV4Students.com and AI Visibility & Signal Mesh Architect, Developer of the 11-Stage AI Visibility Lifecycle. |