A comprehensive framework of 10 AI-smart indicators — each operationalised on a 1–10 scale — to help individuals and organisations map their AI literacy, measure their capabilities, and monitor continuous improvement in the age of artificial intelligence.
Written by Prof. Xiaoge Xu, Ph.D., in collaboration with various generative AIs
Three interconnected processes form the backbone of AI-smart assessment: Mapping, Measuring, and Monitoring. Together they create a continuous improvement cycle.
The 3M Continuous Improvement Cycle
Five key reasons underscore the urgent need for continuous evaluation and improvement of AI capabilities.
Each indicator is operationalised with a structured 1–10 scale, specific level descriptors, and measurement instructions. Click any indicator to explore its full assessment framework.
These ten indicators provide a comprehensive framework for measuring an individual's or organisation's AI-smartness level. A structured approach with clear scales and specific examples facilitates the assessment and enhancement of AI-related capabilities.
Implementing this evaluation can guide educational initiatives, strategic planning, and personal development in the realm of AI literacy and application. By prioritising these efforts, organisations can ensure they stay relevant, competitive, and responsible stewards of AI technologies in an increasingly automated and intelligent world.
Brynjolfsson, E., & McAfee, A. (2022). The Age of AI: Artificial Intelligence and the Future of Work. MIT Press.
McKinsey & Company (2023). The state of AI in 2023: Generative AI's impact on business strategies. Retrieved from https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-in-2023-generative-ais-impact-on-business-strategies
PwC (2022). AI & Me: The Global AI Survey. Retrieved from https://www.pwc.com/gx/en/services/consulting/ai.html
World Economic Forum (2020). The Future of Jobs Report 2020. Retrieved from https://www.weforum.org/reports/the-future-of-jobs-report-2020
World Economic Forum (2023). The Future of the Workforce: The Role of AI and Ethics in the New World of Work. Retrieved from https://www.weforum.org/reports/the-future-of-the-workforce-the-role-of-ai-and-ethics-in-the-new-world-of-work