Shell: a digital twin delivered through a vendor deadlock

Shell's CTO office commissioned a digital twin prototype to demonstrate real-time asset monitoring across upstream operations, combining C3.ai's predictive analytics platform with Azure ML for model training and inference.

Two strategic vendors were contracted to deliver. Neither would collaborate: competing commercial interests, incompatible architectures, and integration meetings that had become political theatre. Three weeks in, no technical progress, with the deadline tied to a presentation in front of global leadership.

I stopped forcing the integration. Instead of arbitrating an unwinnable vendor dispute, we built lightweight middleware that let each vendor's stack operate independently while presenting a unified view. That bypassed the deadlock entirely. Each vendor kept its commercial position; the programme got its prototype.

The prototype was delivered inside the 8-week window and presented to Shell leadership worldwide. The pattern, decouple the politics from the architecture, became a repeatable play across the digital twin portfolio, which grew into the Asset of the Future programme integrating Kognitwin, C3.ai and Azure ML for predictive maintenance.