Stage 8 — Candidate Surfacing: Selection for Human-Facing Exposure (v0.7)
Abstract
Comprehensive technical documentation of Stage 8 of the 11-Stage AI Visibility Lifecycle. Covers how AI systems select trusted digital entities as candidates for human-facing exposure. Details competitive readiness assessment, content selection mechanisms, ranking algorithms, and the surfacing conditions that determine which entities progress from internal trust to external visibility. Marks the transition from AI-internal evaluation to human-facing presentation. Part of the AI Visibility Architecture (AIVA) framework documentation.
Fields of Study & Subjects
Ethics and Social Impacts of AI
Recommender Systems and Techniques
Information Retrieval and Search Behavior
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 7 February 2026
- Language
- EN