This report examines the intersection of AI and informal-sector productivity across Asia-Pacific economies. Drawing on evidence from 19 Asia-Pacific economies at different stages of development — from Bangladesh and Cambodia at one end of the spectrum to Japan, the Republic of Korea, and Singapore at the other — it maps the AI adoption pathways that are most relevant to informal enterprises, assesses the productivity effects through which AI may narrow the formal-informal gap, and identifies the risks and policy challenges that accompany AI diffusion into the informal economy.

Table of Contents:

Executive Summary
Chapter 1: Introduction — AI Meets Informality: A New Frontier for Asia-Pacific Economies
Chapter 2: The Informal Sector in Asia-Pacific — Scale, Structure, and Productivity Constraints
2.1 The Informality Spectrum
2.2 Productivity Constraints Facing Informal Enterprises
Chapter 3: AI Adoption Pathways for Informal Enterprises — From Fintech to Generative AI
3.1 A Taxonomy of AI Applications Relevant to Informal Enterprises
3.2 AI-Powered Fintech: Credit Scoring and Lending
3.3 AI-Enabled Digital Platforms: Market Access and Information
3.4 AI in Agriculture: Precision Advisory for Smallholder Farmers
3.5 Generative AI: A New Frontier
Chapter 4: Country Perspectives — AI and Informality Across Development Stages
4.1 India: The Digital Public Infrastructure Advantage
4.2 Indonesia: Platform Ecosystems as AI Delivery Vehicles
4.3 Vietnam: Manufacturing Informality Meets Industry 4.0
4.4 Singapore: Policy Benchmark and AI Governance Model
Chapter 5: Can AI Close the Formal-Informal Productivity Gap? Transmission Channels and Evidence
5.1 A Framework for Assessing AI’s Productivity Effects
5.2 Financial Access Channel
5.3 Market Access Channel
5.4 Information Access Channel
5.5 Operational Efficiency and Skills Augmentation Channels
Chapter 6: Risks and Challenges — AI-Driven Displacement, Digital Divides, and Regulatory Gaps
6.1 Displacement Risk: AI as a Threat to Informal Livelihoods
6.2 The Digital Divide: AI as an Inequality Amplifier
6.3 Regulatory and Governance Gaps
Chapter 7: Policy Implications for Asia-Pacific Economies
7.1 A Differentiated Policy Framework
7.2 Cross-Cutting Priorities
7.3 The Role of regional productivity organizations
Chapter 8: Conclusions
References