Why AI pilots succeed, but AI transformation fails at scale
To deliver transformation, stop thinking of
AI like software and start treating it like a utility
Few doubt the potential of AI in engineering. Our recent Engineering Pulse 2026 research showed 71% of engineering leaders think AI could be transformative in just three years, and even the most cautious expect productivity and cost improvements...
Executive summary
01
How AI could transform Engineering and R&D
02
Challenges to deploying AI at scale
03
Strategic solutions – the path to scaled AI value in Engineering
04
Conclusion: Get ready for AI-as-a-utility