1 min readExecutive Guide

Executive Guide

Global Index on Responsible AI 2026 : Conceptual Framework and Methodology

Author
Aziz Shuaib Ausi
Published
August 20, 2026
Reading time
1 min
Publication type
Executive Guide
Availability
Open access

Executive Summary

The Global Index on Responsible AI (GIRAI), 2nd Edition, outlines a refined conceptual framework and methodology for assessing responsible AI governance. This updated edition distinguishes between the existence of AI frameworks and their practical implementation, expanding its structure to five thematic dimensions and introducing more detailed variables for evaluating framework quality. The methodology underwent an independent statistical pre-audit to ensure its robustness.

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The Global Index on Responsible AI (GIRAI), 2nd Edition, outlines a refined conceptual framework and methodology for assessing responsible AI governance. This updated edition distinguishes between the existence of AI frameworks and their practical implementation, expanding its structure to five thematic dimensions and introducing more detailed variables for evaluating framework quality. The methodology underwent an independent statistical pre-audit to ensure its robustness.

Why it matters

This framework offers a standardized and robust approach to evaluate responsible AI governance globally, enabling comparative analysis and identification of best practices. Organizations and nations can leverage this index to benchmark their AI governance efforts and strategically align with evolving international standards for ethical and sustainable AI deployment.

Key insights

  • The GIRAI 2nd Edition strengthens the distinction between the mere existence of AI governance frameworks and their actual implementation.
  • The thematic dimensions have been restructured from three to five, providing a more comprehensive assessment scope.
  • More granular variables have been introduced to evaluate the quality of AI governance frameworks.
  • A multi-stage review and validation process, including an independent statistical pre-audit, was conducted to ensure the framework's coherence and robustness.
  • The five key dimensions of responsible AI governance assessed by GIRAI are: Inclusion and Diversity, Ethics and Sustainability, Labour and Skills, Trust and Safety, and Use of AI in Public Service.
  • The framework comprises a total of 38 indicators organized across these five dimensions.

Source

arXiv — Computers and Society — https://arxiv.org/abs/2608.18122

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Aziz Shuaib Ausi (2026). Global Index on Responsible AI 2026 : Conceptual Framework and Methodology. Executive Guide. Aziz Shuaib Ausi. https://www.azizshuaib.com/verify/ASA-EXG-2026-00486

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Verification ID
ASA-EXG-2026-00486
Version
v1.0 · r0
Issued
8/20/2026
Publisher
Aziz Shuaib Ausi
Licence
All rights reserved. Reproduction requires written permission.

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