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From 10% productivity to 10x transformation

In this segment from NCS AI Impact 2026, Edward Chen, NCS Chief AI Officer explains why most AI transformations stall at 10% productivity improvements—and what it takes to reach 10x transformation.

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Edward shares how NCS develops Sunshine.AI - a suite of NCS' AI products and platforms—tested internally and deployed with clients across healthcare, education, transport, and public safety.

Key takeaways

  • Dual engine: upgrade the ship (existing operations) + launch speedboats (AI-native teams)
  • Pragnition Labs ships production-ready products in days/weeks vs months
  • Sunshine.core provides AI Cockpit for real-time agent monitoring and cost visibility
  • Sunshine.builder enables non-engineers to build AI prototypes with enterprise-vetted components
  • ChilliClaw offers task-based security and integration within existing workflows
  • 95% of AI pilots fail due to unoptimised costs, unclear governance, and unchanged processes

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