Comprehensive technical documentation of Stage 2 of the 11-Stage AI Visibility Lifecycle. Covers how AI systems process discovered content into machine-readable semantic form, including content retrieval, parsing, rendering, and semantic extraction. Details cache infrastructure, content delivery dynamics, response time requirements, and the architectural conditions that must be satisfied before progression to parallel evaluation stages (Stages 3–11). Part of the AI Visibility Architecture (AIVA) framework documentation.
Bernard Lynch (Sat,) studied this question.