The Bolt-On Trap: Why Asian Enterprise AI is Stalling

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(SeaPRwire) –   By: Oliver Hawthorne

Asian boardrooms are buzzing with AI ambition. Companies have spent three years launching pilots. But a painful disconnect exists. Leaders ask if AI changes economics. Yet they bolt AI onto old workflows. McKinsey notes this clearly. The strongest impact comes from redesigning work. It does not come from just adding models. This is the anxiety. They face tight margins. They need transformation. But they treat AI as a side project.

The first wave focuses on assistance. It surfaces context for finance teams. The second stage is automation. It handles unstructured tasks to remove friction. The third is augmentation. It expands what organizations can do. Singapore shows this in practice. SMRT and Oracle pilot JARVIS. It combines maintenance and operations data. The rail network supports two million journeys daily. Value is created by acting before problems become obvious. This requires integration, not standalone tools.

Business bottlenecks are the starting point. Leaders must identify delays and errors. They must trust AI to take the lead. If manual approval is needed, value leaks away. Governance must enable value. The next competitive divide is clear. It separates integrated workflows from edge tools. Companies keeping AI at the edges will fail. They will have disconnected pilots. Executives must stop asking where to deploy AI. They must ask how much they are willing to change.

Author bio: Oliver Hawthorne, a Principal Correspondent permanently stationed at an international technology review.