The Algorithmic Gaze: A Multi-Modal Audit of Representational Divergence and Heritage Authenticity in Varanasi, India

Purpose: This paper introduces the Algorithmic Divergence Coefficient (Ω), the first computationally operationalised metric for measuring the statistical displacement of lived heritage authenticity by algorithmically-generated simulacra. Design/Methodology/Approach: Applying CLIP (ViT-B/32) multi-modal embeddings and cosine-distance analysis to four image corpora collected from Varanasi, India — Algorithmic (CA), Lived (CL), Platform Entrepreneurial (CEp), and Self-Represented Entrepreneurial (CEs). Findings: We derive two empirical findings: a Cultural Divergence Index (Ωc = 0.2793) confirming that AI-mediated platforms demonstrate an approximate 28% representational gap compared to the city's physical reality, and an Entrepreneurial Alignment Index (Ωe = 0.1085) revealing near-total synchronisation of local artisan visual identity with platform aesthetic templates. Social implications: Drawing on Urry and Larsen's Tourist Gaze, Baudrillard's third-order simulacra, and Latour's Actor-Network Theory, we theorise the Algorithmic Gaze as a non-human disciplinary apparatus that substitutes synthetic cultural coherence for entrepreneurially-embodied heritage authenticity. Originality/Value: In alignment with calls for middle-range theory-building and the mandate for policy-relevant social science, we propose the Omega Index as an auditable governance instrument for tourism management authorities.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-27
DOI
https://doi.org/10.5281/zenodo.22127462
Primary Topic
Public Spaces through Art
Type
preprint
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preprint

The Algorithmic Gaze: A Multi-Modal Audit of Representational Divergence and Heritage Authenticity in Varanasi, India

Mohd Arshad Khan
Zenodo (CERN European Organization for Nuclear Research)
Public Spaces through Art
preprint

The Algorithmic Gaze: A Multi-Modal Audit of Representational Divergence and Heritage Authenticity in Varanasi, India

Mohd Arshad Khan
preprint en

Abstract

Purpose: This paper introduces the Algorithmic Divergence Coefficient (Ω), the first computationally operationalised metric for measuring the statistical displacement of lived heritage authenticity by algorithmically-generated simulacra. Design/Methodology/Approach: Applying CLIP (ViT-B/32) multi-modal embeddings and cosine-distance analysis to four image corpora collected from Varanasi, India — Algorithmic (CA), Lived (CL), Platform Entrepreneurial (CEp), and Self-Represented Entrepreneurial (CEs). Findings: We derive two empirical findings: a Cultural Divergence Index (Ωc = 0.2793) confirming that AI-mediated platforms demonstrate an approximate 28% representational gap compared to the city's physical reality, and an Entrepreneurial Alignment Index (Ωe = 0.1085) revealing near-total synchronisation of local artisan visual identity with platform aesthetic templates. Social implications: Drawing on Urry and Larsen's Tourist Gaze, Baudrillard's third-order simulacra, and Latour's Actor-Network Theory, we theorise the Algorithmic Gaze as a non-human disciplinary apparatus that substitutes synthetic cultural coherence for entrepreneurially-embodied heritage authenticity. Originality/Value: In alignment with calls for middle-range theory-building and the mandate for policy-relevant social science, we propose the Omega Index as an auditable governance instrument for tourism management authorities.

Zenodo (CERN European Organization for Nuclear Research)
Pondicherry University (IN)
Decent work and economic growth
Public Spaces through Art
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The Algorithmic Gaze: A Multi-Modal Audit of Representational Divergence and Heritage Authenticity in Varanasi, India — Mohd Arshad Khan · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS