From safe pilots to grid intelligence: the architecture the industry needs

Mahesh Sudhakaran, General Manager for Grid Software – GE Vernova 

The industry has spent a decade celebrating pilots and avoiding the harder conversation: why has nothing scaled? The answer is not a lack of data, a shortage of algorithms, or insufficient compute. The answer is that we have been building AI for the grid we wished we had rather than the grid we actually operate. The modern grid is a multi-owner, real-time machine where utilities, data centers, and distributed resources are equal participants with competing priorities and no shared reference frame.

Foundation models are essential yet only one part of the solution. What the industry needs is grid intelligence: an orchestration architecture that produces trusted state, enforces physical constraints, and scales accountability across organizational boundaries. GE Vernova has spent a century learning the physics of this machine. We are now exploring the governing logic that makes autonomous grid operations not just possible but demonstrably more safe.