Governance Essentials

This feature explores the growing challenge of data scarcity in artificial intelligence, revealing why high-quality, domain-specific data is becoming a bottleneck. Through insights from enterprise leaders, we look at synthetic data, proprietary pipelines, and the open vs closed model debate - all through a commercially grounded lens aimed at AI professionals across Asia.

This article explores how AI has transformed the way businesses assign value to data. It analyses vendor strategies, regional implications, and why usability and governance matter more than raw volume. Written in a sharp yet conversational tone for APAC professionals.

This article explores why ProSocial AI is emerging as the successor to ESG, offering businesses in Asia a framework that fuses ethical design, measurable outcomes, and competitive advantage. It outlines the strategic value, implementation methods, and accountability standards that make ProSocial AI a commercial imperative.

How Asia's diverse economies are designing AI rules from first principles - examining national innovation aims, local priorities and global harmonisation. Adrian Watkins guides readers through emerging frameworks in China, Japan, South Korea, India and Singapore, examining the structure, drivers and trade-offs in building local AI regulation in Asia.