A Blueprint for Enterprise AI Transformation in the Energy Sector
AI is reshaping energy companies by embedding prediction into infrastructure operations. A five-part blueprint guides transformation: identify where AI creates value, build unified data architecture, manage AI as a portfolio, govern model risk, and develop strategic technology ecosystems.
AI in Grid Planning: The Burden of Proof
AI can accelerate planning work, but speed is not an evidentiary standard. The more an AI output can shape an infrastructure decision, the more utilities should require traceability, independent validation, reproducibility, controlled change, and accountable engineering judgment.
Tianqiao Zhao