Stage 2 — AI Ingestion: Content Processing & Semantic Parsing (v0.7)

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Authors: Bernard Lynch
Cited by: 0

Abstract

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.

Fields of Study & Subjects

Topic Modeling Information Retrieval and Search Behavior Natural Language Processing Techniques

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
7 February 2026
Language
EN