AI Discoverability: Canonical Definition

This document provides the canonical definition of AI Discoverability, a foundational concept within the EntityWorks Standard. Within the Standard, AI Discoverability is the discipline of ensuring that AI systems can correctly identify, understand, and represent people, organisations, relationships, and ideas. It describes the conditions under which entities are separable, recognisable, and interpretively stable in AI-mediated systems. This Definition of Record operates at the definitional layer of the EntityWorks Standard. It establishes a stable conceptual boundary for describing entity resolution independent of optimisation tactics, visibility strategies, or human-facing intent. The document is descriptive and does not prescribe marketing practice, system design, or implementation methods. Canonical definition maintained by EntityWorks Ltd.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-17
DOI
https://doi.org/10.5281/zenodo.19628495
Primary Topic
Explainable Artificial Intelligence (XAI)
Type
article
Field-Weighted Citation Impact
0.00
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article

AI Discoverability: Canonical Definition

Neale Welch
Zenodo (CERN European Organization for Nuclear Research)
Explainable Artificial Intelligence (XAI)
article

AI Discoverability: Canonical Definition

Neale Welch
article en

Abstract

This document provides the canonical definition of AI Discoverability, a foundational concept within the EntityWorks Standard. Within the Standard, AI Discoverability is the discipline of ensuring that AI systems can correctly identify, understand, and represent people, organisations, relationships, and ideas. It describes the conditions under which entities are separable, recognisable, and interpretively stable in AI-mediated systems. This Definition of Record operates at the definitional layer of the EntityWorks Standard. It establishes a stable conceptual boundary for describing entity resolution independent of optimisation tactics, visibility strategies, or human-facing intent. The document is descriptive and does not prescribe marketing practice, system design, or implementation methods. Canonical definition maintained by EntityWorks Ltd.

Zenodo (CERN European Organization for Nuclear Research)
ResearchWorks (United States) (US)
Openalex Percentile: Top 3%
Explainable Artificial Intelligence (XAI)
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AI Discoverability: Canonical Definition — Neale Welch · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS