Network operations
Forecasting, dynamic ratings, and congestion management that release capacity from existing assets.
Industry
Energy & materials
Power, oil and gas, mining, and chemicals — assets measured in decades, decisions measured in minutes.
Where we start
Energy and materials companies are absorbing three simultaneous shifts: decarbonisation, electrification, and a demand profile that now includes large, flexible computing loads.
The engineering response is necessary and slow. The faster lever is decision speed — forecasting, congestion, flexibility, maintenance, and outage response improved by models that replace static rules.
Progress is usually blocked by data ownership, not data volume. Appointing one accountable owner for network or asset data products is the intervention that unlocks the rest.
Typical results
- +7%
- released network capacity via dynamic ratings
- -15%
- planned maintenance cost on rotating equipment
- 1
- accountable owner per network data product
Illustrative client outcomes, representative of engagements in this sector.
Talk to this practiceHow we help
Flexibility and markets
Agent-coordinated flexibility markets that pay customers to shift load.
Asset performance
Reliability and integrity models for generation, refining, and mining fleets.
Capital and portfolio
Transition-aware capital allocation across a portfolio with long asset lives.
Evidence
What this looks like in practice
- +7%
- released network capacity via dynamic ratings
- -15%
- planned maintenance cost on rotating equipment
- 1
- accountable owner per network data product
Related insights
Article
Energy transition meets AI: the grid as a platform
Electrification, intermittent generation, and AI-driven demand are converging on an asset built for a different century. The bottleneck is not generation capacity — it is decision speed.
10 July 2026 · 9 min read
Article
The AI operating system: a new way for CEOs to run the enterprise
The companies pulling away from the pack are not the ones with the most models. They are the ones that rebuilt how decisions, capital, and talent flow around AI.
14 October 2026 · 11 min read
Next step
Bring us your energy & materials problem
A ninety-minute working session is usually enough to agree the baseline, the owner, and the first evidence gate.