Skip to the tools
Dr. Eshan Singh

An open energy toolkit

Better questions.
Clearer energy decisions.

Explore the grid, investigate a site, or build a future scenario. Start with the question you want to answer.

Find your next question

20 tools

Cost and schedule evidence

Transmission Project History

What do grid upgrades cost, and how do their schedules change?

Compare sourced construction costs, completed-project spending and forecast histories, then investigate grid dependencies for new loads.

Supply-chain model

Transport Model

What does it cost to move a fuel or food shipment?

Compare transport costs, energy use and emissions across a global supply chain.

Interactive simulation

Grid Planner

What changes when we add clean energy?

Explore generation, storage and policy choices, and see their effects on dispatch, cost and emissions.

Portfolio optimizer

Capacity Expansion

Which resources should a future grid build?

Find a portfolio for an emissions target, then inspect its costs, constraints and assumptions.

Reliability simulation

Grid Reliability Lab

Will the portfolio keep the lights on?

Stress-test weather years and equipment outages. Explore shortfalls, their timing and uncertainty.

Learning game

Grid Operator

Can you balance the grid for a day?

Practice committing generators, dispatching storage and preparing for the evening ramp.

Infrastructure explorer

California Grid Map

Where are the grid bottlenecks?

Investigate transmission, generation, constraints and outage windows in geographic context.

Resource-specific site screening

Site Selection Atlas

Which sites best fit my project?

Compare battery, solar, wind, geothermal, hydrogen, data-center and closed-loop pumped-hydro locations using resource-specific evidence.

Location screening

Battery Locator

Where should I investigate battery opportunities?

Explore nodal prices and opportunity scores, then examine the drivers behind a location.

Revenue estimates

Battery Revenue Index

How does a battery’s estimated revenue compare?

Compare public-data estimates, reporting periods and day-ahead energy benchmarks.

DC optimization sandbox

Power Flow Solver

Why do congestion and electricity prices diverge?

Edit a network and solve DC dispatch to inspect flows, prices, storage and unserved load.

AC power-flow lab

AC Grid Lab

How do voltage, reactive power and losses interact?

Build and solve small AC networks, diagnose violations and follow guided experiments.

Facility screening

Industrial Heat Radar

Which facilities merit an electrification study?

Screen process heat, equipment evidence, grid context and scenario economics.

Power-system model

PyPSA-CA

How does a grid scenario perform across a network?

Configure a California model and inspect optimized dispatch, transmission and capacity additions.

Production-cost screening

Green Hydrogen Atlas

Where could renewable hydrogen be produced?

Compare solar, wind and hybrid designs with editable assumptions and hourly resource profiles.

Live estimate

California’s True Demand

How much demand is hidden behind rooftop solar?

Explore reported grid demand and modeled rooftop solar in the CAISO service area.

Queue explorer

Interconnection Queue

What happens to projects waiting to connect?

Explore historical outcomes, active projects and the queue around a location.

Planning-data explorer

Busbar Mapping

Where is future capacity being planned?

Explore observed buildout, reported projects and planning allocations at grid substations.

Market dashboard

DART Monitor

When do day-ahead and real-time prices separate?

Investigate price spreads, forecast changes and the hours driving historical patterns.

Fleet history

Power Plant Census

How is California’s generating fleet changing?

Follow named generators through their lives and inspect operating and market-stress indicators.