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Other ORP type . 2025
License: CC BY
Data sources: Datacite
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ASOS Alpha 0.1: A Protocol for Measuring Answer Space Occupancy in Large Language Model Assistants

Authors: de Rosen, Timothy;

ASOS Alpha 0.1: A Protocol for Measuring Answer Space Occupancy in Large Language Model Assistants

Abstract

Large language model assistants have shifted the center of brand visibility from retrieval surfaces to reasoning and recommendation layers. Traditional visibility metrics that rely on input-side optimisation no longer measure how models construct answer surfaces. The Answer Space Occupancy Score (ASOS) is a probe-based metric that quantifies the fraction of the observable answer surface occupied by a specified entity across independent runs of a controlled four-turn script. This document publishes the ASOS alpha protocol, scoring rules, validation commitments, and the first reference dataset.

Keywords

LLM, AI Governance, AI Search, PSOS, Fortune 500, AI Visibility, Retrieval Surfaces, GEO, AI Protocol, ASOS, SEO, Answer Surface, Brand Visibility, Information Retrieval, AIVO, Answer Space Occupancy Score, AIVO Standard, Dataset

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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