Innovation & adoption

This layer captures how effectively a country turns AI research and ideas into real-world value and how widely those technologies are taken up across the economy, public sector and society. It examines the vibrancy of the national AI innovation ecosystem, including investment pipelines, startup activity, and pathways for translating research into market-ready products. It also assesses the rate and inclusiveness of adoption across businesses, government and communities, as well as the public’s capacity to engage critically and responsibly with AI systems. Finally, it considers trust and culture, the degree to which people and institutions feel confident in adopting AI that aligns with ethical standards and social expectations.