Contextual intelligence for energy.
As computing scales and industries expand, so does the need for reliable, affordable energy. We’re building the technology to make that growth possible.
Our vision
Reliable, affordable energy should give people, industries and ideas room to grow.
We envision an energy system that can anticipate change and respond as a whole. Our aim is to connect generation, storage, networks and markets through contextual intelligence, so the system can grow alongside the world it powers.
Our approach
We are building a unified model of the energy system. One that connects what’s happening now, what could happen next, and how to respond across operations and markets.
01 Understand
Network records, telemetry and field imagery each reveal part of the picture. Our approach brings them together to reconstruct how assets are connected, assess their condition and identify the physical constraints that govern how the system operates.
The question it answers
How is the system connected, and how is it operating?
02 Evaluate
Physics-informed neural networks (PINNs) help us assess how changes in weather, generation and demand could affect the system. We evaluate possible responses against physical constraints and market conditions, examining the trade-offs in reliability, capacity and cost.
The question it answers
Which responses are feasible, and what would each mean for the system?
03 Act
Our approach brings power procurement, generation, storage, dispatch, and maintenance planning & scheduling into one coordinated response. Each action is considered in relation to the others, so operating and market decisions reflect what the system can deliver, where it needs attention and at what cost.
The question it answers
Which actions should be taken, and how should they work together?
04 Update
New measurements, field observations and operating outcomes feed back into the unified model, deepening its contextual understanding of the system. Comparing expected behavior with observed results helps refine the assumptions, evaluations and recommendations that guide the next response.
The question it answers
What do actual outcomes reveal, and how should the model adapt?
Technology
We’re developing a foundation that brings multimodal learning, physical models and optimization into the same system context. The aim is to explore how the system could evolve, how decisions influence one another, and how different choices shape outcomes across the energy system over time.
Technical perspectiveConnect network records, telemetry and field imagery to the assets and relationships they describe. Preserve where each observation came from, when it applies and what remains uncertain.
Reconciling fragmented evidence into a coherent system model.
Combine learned relationships with the equations governing power flows and asset behavior. Use that physical structure to estimate unobserved states and evaluate how the system could respond.
Estimating system behavior when measurements are incomplete.
Evaluate procurement, dispatch and flexibility against network limits, asset availability and market obligations. Compare their consequences across time, including how each choice affects future options.
Coordinating decisions within physical and market constraints.
Sectors
We’re building a contextual intelligence layer connecting energy infrastructure, markets and the industries that depend on them.
Bring generation forecasts, storage availability and network constraints together to inform when to generate, store and deliver power.
Connect network visibility with asset condition to plan maintenance, unlock capacity and help reduce procurement costs and imbalance penalties.
Connect supply and demand forecasts with asset availability and market conditions to inform buying, selling and scheduling within physical limits.
Bring power availability, connection constraints and energy sourcing into the decisions behind reliable compute and new capacity.
Understand changing demand across industrial processes and fleet charging to coordinate energy use, plan supply and identify flexibility.
Intelligence for what’s next.
Affordable, dependable power expands what the world can produce and makes new industries possible.
contact@araynex.com
