What is Safety? Corporate Discourse, Power, and the Politics of Generative AI Safety

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Hauptverfasser: De, Ankolika, Lima, Gabriel, Zou, Yixin
Format: Preprint
Veröffentlicht: 2026
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author De, Ankolika
Lima, Gabriel
Zou, Yixin
author_facet De, Ankolika
Lima, Gabriel
Zou, Yixin
contents This work examines how leading generative artificial intelligence companies construct and communicate the concept of "safety" through public-facing documents. Drawing on critical discourse analysis, we analyze a corpus of corporate safety-related statements to explicate how authority, responsibility, and legitimacy are discursively established. These discursive strategies consolidate legitimacy for corporate actors, normalize safety as an experimental and anticipatory practice, and push a perceived participatory agenda toward safe technologies. We argue that uncritical uptake of these discourses risks reproducing corporate priorities and constraining alternative approaches to governance and design. The contribution of this work is twofold: first, to situate safety as a sociotechnical discourse that warrants critical examination; second, to caution human-computer interaction scholars against legitimizing corporate framings, instead foregrounding accountability, equity, and justice. By interrogating safety discourses as artifacts of power, this paper advances a critical agenda for human-computer interaction scholarship on artificial intelligence.
format Preprint
id arxiv_https___arxiv_org_abs_2602_06981
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle What is Safety? Corporate Discourse, Power, and the Politics of Generative AI Safety
De, Ankolika
Lima, Gabriel
Zou, Yixin
Computers and Society
Artificial Intelligence
Human-Computer Interaction
K.4.2; K.4.3; K.5.2; K.1; K.6.1
This work examines how leading generative artificial intelligence companies construct and communicate the concept of "safety" through public-facing documents. Drawing on critical discourse analysis, we analyze a corpus of corporate safety-related statements to explicate how authority, responsibility, and legitimacy are discursively established. These discursive strategies consolidate legitimacy for corporate actors, normalize safety as an experimental and anticipatory practice, and push a perceived participatory agenda toward safe technologies. We argue that uncritical uptake of these discourses risks reproducing corporate priorities and constraining alternative approaches to governance and design. The contribution of this work is twofold: first, to situate safety as a sociotechnical discourse that warrants critical examination; second, to caution human-computer interaction scholars against legitimizing corporate framings, instead foregrounding accountability, equity, and justice. By interrogating safety discourses as artifacts of power, this paper advances a critical agenda for human-computer interaction scholarship on artificial intelligence.
title What is Safety? Corporate Discourse, Power, and the Politics of Generative AI Safety
topic Computers and Society
Artificial Intelligence
Human-Computer Interaction
K.4.2; K.4.3; K.5.2; K.1; K.6.1
url https://arxiv.org/abs/2602.06981