Symbio Grid Solutions

Grid Resilience
at Speed

Physics-informed AI for real-time cascading failure prediction and adaptive control. Give operators foresight measured in milliseconds not hindsight measured in outages.

The Grid Is Under Siege

  • Utilities react to outages; they don't predict them.
  • Cascading failures (like Texas 2021) unfold in seconds.
  • Current tools (SCADA, EMS) are static and can't adapt.
  • $150B in avoidable outage losses every year.
  • More renewables means more volatility on the grid.

Why Existing Tools Fall Short

  • Most solutions monitor events after they happen.
  • Traditional simulators take hours to run and can't iterate.
  • NERC CIP compliance is expensive and manual.
  • No formal verification means operators don't trust AI.
  • Static models can't keep pace with a dynamic grid.

Simulation at the Speed of Operators' Decisions

A physics-informed pipeline that turns hours of analysis into milliseconds of actionable foresight.

500ms Cascade Simulation

Load a 10,000-bus grid. Run cascading failure scenarios. See the collapse path in half a second. Operators get foresight, not hindsight.

1,000x faster than traditional tools

Certified, Explainable Predictions

Extract the 2-3 dominant physics modes from complex simulations. Use the Z3 SMT solver to mathematically prove ROM safety constraints. No black boxes.

93% physics fidelity in 1% the states

Sub-Millisecond Predictions

Graph Neural Networks predict load-shed outcomes in under 2ms. Fast enough for real-time optimization, RL agents, and MCTS-based mitigation planning.

<2ms per prediction

Validated on Real-World Standards

  • Tested on IEEE 14-bus, 118-bus, and 10,000-bus (ACTIVSg10k) MATPOWER cases.
  • AC and DC power flow validated against industry benchmarks.
  • Physics-based: Newton-Raphson solver, thermal line limits, N-1 contingency.
  • Formal verification: Z3 constraint solving for safety properties.
  • Production-ready: built on a robust, compliance-first architecture.
IEEE Standard Cases
AC/DC Power Flow
Formal Verification (Z3)
N-1 Contingency Analysis
Production Deployment
Every prediction is traceable to verified physics constraints.

A $150B Problem Waiting for Solutions

Regulatory pressure and federal funding are converging on grid resilience right now.

$150B

Annual US outage and weather losses

$8B+

Grid security & resilience software market by 2028

135

US regulated utilities (primary market)

8

RTOs/ISOs managing bulk power (secondary market)

NERC CIP

Compliance mandates accelerating adoption

$65B

DOE IIJA grid modernization funding 2024–2026

Simulate grid failure before it costs you the grid.

See a live cascade simulation or request our technical whitepaper to dive into the physics and verification approach.