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structure with a large proportion of SMEs. This is an important foundation for promoting
                  AI diffusion if there are appropriate support policies.
                        3.3.3 Policy implications for Vietnam
                        Based on the compatibility assessment, Vietnam should focus on building an AI
                  ecosystem tailored to its specific development conditions rather than mechanically
                  replicating the Singaporean model. The following recommendations are prioritized based
                  on Vietnam’s current institutional capacity, economic structure, and strategic goals:
                        First, establish a centralized National AI strategic coordination mechanism: It is
                  imperative to establish a national-level AI strategic coordination mechanism with clear
                  inter-sectoral functions,   ensuring alignment between industrial        policy,  digital
                  transformation, and human resource training. Currently, Vietnam’s implementation
                  coordination mechanism for AI and digital transformation is fragmented, which could
                  diminish the spillover effects of AI across the broader economy (Tilleke & Gibbins, 2025).
                  A unified body, similar to Singapore’s Smart Nation Group, could streamline efforts and
                  optimize resource allocation.
                        Second, prioritize AI Integration in key economic sectors: Priority should be given to
                  integrating AI into sectors with high potential for value chain upgrading, such as
                  manufacturing, logistics, and high-tech agriculture. These areas can leverage AI to
                  enhance productivity and increase domestic value added, aligning with Vietnam’s
                  economic structure. For instance, applying AI in smart agriculture can optimize crop yields
                  and supply chains, directly contributing to economic growth and food security (Ministry of
                  Science and Technology, 2025).
                        Third, strengthen support for SME AI adoption: Supporting SMEs in accessing AI
                  must become a policy centerpiece. This includes reducing costs for computing
                  infrastructure, providing sector-specific transformation consultancy, and building
                  networks    between    enterprises  and   research   centers.  Singapore’s   experience
                  demonstrates that active SME participation expands productivity spillover effects across
                  the entire economy, with their AI adoption rate tripling in 2024 (IMDA, 2025b). Vietnam,
                  with a large proportion of SMEs and a high overall digital adoption rate of 95.1%, has a
                  strong foundation to foster widespread AI integration, which is crucial for inclusive
                  growth.
                        Fourth, develop a context-sensitive AI governance Framework: The development of
                  an AI governance framework should proceed in tandem with the promotion of innovation.
                  Vietnam could establish organizational-level best practice guidelines and implement
                  regulatory sandboxes to manage risks without stifling creativity. The objective is not over-
                  regulation but rather the cultivation of trust to facilitate large-scale adoption. Given that
                  Vietnam is expected to introduce its first AI law by the end of 2025, focusing on risk-based
                  regulation and human-centric principles will be vital to build digital trust and ensure
                  ethical AI development (Anh Nhi, 2026).
                        Finally,  integrate  computing    infrastructure  investment    with   sustainable
                  development: Investment in computing infrastructure must be integrated with energy
                  and sustainable development strategies. If AI becomes a long-term growth driver, the
                  demand for computing power and data centers will surge; therefore, digital infrastructure
                  planning must be synchronized with national energy planning to ensure macroeconomic
                  stability. Learning from Singapore’s Green Data Centre Roadmap, Vietnam should
                  prioritize energy-efficient data centers an explore renewable energy sources to support




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