Built for resilient grids at scale.

Predictive operations, asset intelligence, energy transition.

Who it serves

The grid
is the through-line.

Industrial operators and utilities (B2B) carry the load, while governments and regulators set the envelope. And as energy decentralizes, consumers (B2C) are pulled into a relationship with the grid that didn't exist a decade ago rooftop solar, EV charging, home batteries, and demand response programs all push the consumer past the meter.

01 · Operators

Operators & Utilities (B2B)

Generators, transmission and distribution utilities, oil and gas operators, mining and industrial sites. The primary customer base that runs the grid.

Runs the grid

02 · Regulators

Governments & Regulators

Federal, state, and local agencies setting safety, reliability, environmental, and market-design rules. The governing constraint on every decision.

Sets the envelope

03 · Consumers

Consumers (B2C)

Households and small businesses now generating, storing, and dispatching energy back to the grid through solar, batteries, EVs, and demand response.

Lives on the grid

The grid · the substrate every kilowatt-hour flows through

Outcome StakeholderL-00 · The only one

How it serves them

Four subindustries at different stages of the energy transition.

Oil and gas

Upstream exploration and production, midstream transport, downstream refining and retail, the value chain that still moves the majority of global energy.

UpstreamMidstreamDownstreamRetail

Utilities

Generation across thermal, nuclear, hydro, and renewables; transmission, distribution, and retail supply, the regulated backbone that keeps the lights on.

GenerationTransmissionDistributionRetail supply

Renewables

Solar, wind, storage, and hydrogen, the fastest-growing subindustry and the one most dependent on data for forecasting, dispatch, and asset optimization.

SolarWindStorageHydrogen

Grid infrastructure

The physical and software infrastructure that balances supply and demand in real time, the substrate every other subindustry depends on.

Transmission linesSubstationsSCADA / EMSBalancing

The medium

The grid must balance, every second.

Power and fuel flow through infrastructure. The grid, the pipeline, the turbine. In energy, the medium is physical. Electrons and molecules move through real assets in real time, and the system has to balance supply and demand continuously or it fails.

load · system38.4GW

frequency60.00Hz

reserve margin18.2%

co₂ intensity312g/kWh

spot price$46.20/MWh

live · the grid

generation mix · stacked · MW sharedemand · live

Nuclear14.4 GW

Gas8.5 GW

Hydro6.2 GW

Wind5.5 GW

Solar6.0 GW

Battery0.7 GW

Demand38.4 GW

Frequency · AGCtarget 60.00 Hz · ±0.05

60.00Hz

dispatch log · last 5· auto-tail

··:··:··gas turbine 04unit dispatched · ramp up+18 MW
··:··:··wind farm SWoutput ramp · gust front+42 MW
··:··:··solar field Ncurtailment · congestion-22 MW
··:··:··battery PCS-12discharging · peak coverage+8 MW
··:··:··battery PCS-09charging · trough hours-6 MW

SCADA · EMS · DMS · market · weather · normalizedbalanced · all subsystems

What we're optimizing
on the grid.

Six targets across the grid. The dials don't all move in the same direction. Uptime pulls against decarbonization pace, efficiency pulls against safety capex, cost pulls against emissions. The grid decides the trade.

#StakeholderOutcomeDirection · Current → TargetPriority

00The gridThrough-lineBetter grid outcomes.Directioncurrent → always-on, cleaner, cheaperPriorityTiebreaker

01OperationsReliabilityHigher asset uptime.Directionoutage hrs/yr → near-zeroPriorityHigh

02EngineeringEfficiencyHigher generation efficiency.Directionheat rate · fuel curve → betterPriorityHigh

03SafetyComplianceZero safety incidents.Directionincidents/M hrs → 0PriorityGate

04SustainabilityEmissionsLower carbon per MWh.DirectiongCO₂/kWh → near-zeroPriorityHigh

05FinanceUnit costLower cost per MWh.Direction$/MWh → lessPriorityHigh

06StrategyConstrainedFaster decarbonization against regulatory and market targets, without sacrificing reliability or cost.Direction · Two-sidedreliability + cost ↔ decarbonization pacePriorityConstrained dial

The throughline

Decide in minutes, not in quarterly cycles.

Every energy company is managing a physical asset base against a policy and market environment that is changing faster than the assets themselves. The energy companies that survive the transition make those decisions in near-real-time, not in quarterly planning cycles.

01 · What's known5 sources