...Avinash Agarwal; Manisha J. Nene Purpose India has adopted a vertical, sector-led AI governance strategy. While promoting innovation, such a light-touch approach risks policy fragmentation. This paper aims to propose a cohesive “whole-of-government” architecture to mitigate these risks...

... a conceptual policy analysis approach, synthesizing literature from public administration, regulatory theory and AI governance. It critically assesses the UK’s “pro-innovation” regulatory model and develops a governance-oriented framework grounded in legitimacy, coordination and accountability. The framework...

..., availability of contestability mechanisms and enforcement effectiveness. This desk-based comparative legal analysis triangulates secondary sources to identify regulatory gaps and formulate reform proposals for strengthening contestability rights in AI governance. Findings The analysis reveals that GDPR...

... skills to AI governance practices and change management. Originality/value This study contributes to the emerging research on management practices involved in AI adoption in the public sector. Corresponding author Ari Alamäki ari.alamaki@haaga-helia.fi 06 05 2025 14 07 2025...

..., leading to gaps in compliance and enforcement. This paper aims to address this critical gap in AI governance. Design/methodology/approach A five-layer AI governance framework is proposed, spanning from broad regulatory mandates to specific standards, assessment methodologies and certification...

..., using and evaluating generative AI and combating generative AI harms. Various stakeholders, encompassing government authorities, industry, organizations/institutions, academia and affected individuals/users, engage in the practice of AI governance concerning generative AI. Originality/value Based...