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ZENODO
Other literature type . 2026
License: CC BY NC ND
Data sources: ZENODO
ZENODO
Other literature type . 2026
License: CC BY NC ND
Data sources: Datacite
ZENODO
Other literature type . 2026
License: CC BY NC ND
Data sources: Datacite
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Stage 8 — Candidate Surfacing: Selection for Human-Facing Exposure (v0.7)

descriptionPublicationkeyboard_double_arrow_right Other literature type 07 Feb 2026 English Publisher:AI Visibility Architecture Group Limited
Authors: Lynch, Bernard;

doi: 10.5281/zenodo.18513751 , 10.5281/zenodo.18513750

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.

Keywords

AIVA framework, AI-mediated discovery, AI website visibility, candidate surfacing, Gemini visibility, competitive readiness, AI visibility, AI visibility lifecycle, Perplexity visibility, AI surfacing

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average