This IDC Perspective underscores the critical role of AI and GenAI frameworks and accelerators in the Asia/Pacific region, enabling enterprises to overcome data challenges, manage complexity, and scale AI adoption responsibly. These frameworks provide essential tools for integration, governance, and security while accelerating development and deployment. Although the report highlights the value of adaptable, industry-specific accelerators and trusted vendor partnerships in driving compliant and risk-aware innovation, it does not focus on data-related or AI infrastructure accelerators. "In adopting AI and GenAI demands frameworks and accelerators that unify data governance, security, and scalability, buyers must insist on proven accelerators that enable faster deployment, consistent performance, and ongoing risk management to unlock true business value. Solutions that balance customization with ready-to-use capabilities to future-proof AI investments should surge demand," says Swapnil Shende, associate research manager, IDC Asia/Pacific.
Executive Snapshot
Situation Overview
Defining AI and GenAI
How AI and GenAI Are Impacting APJ Organizations
The Need for Frameworks and Accelerators
Overview of Typical AI and GenAI Frameworks and Accelerators
Defining Clear Objectives and Strategy
Data Collection and Preparation
Model Development and Training
Model Evaluation, Deployment, and Integration
Monitoring, Governance, and Maintenance
Industry-Specific Frameworks
GenAI Accelerators
Key Vendors Offerings in the GenAI Frameworks and Accelerator Ecosystems