Products04Physics + ML modeling

DigitalTwin

Your fleet, mirrored in physics and learned from telemetry.

Provide your hardware specifications, constraints, and telemetry. We build a high-fidelity digital twin that combines physics-based simulation with our ML models — for forecasting, optimization, anomaly detection, and what-if analysis you can trust before acting on the real fleet.

Physical fleetYour hardware · your orbits · your opsHardware specsConstraintsDigital twinPhysicsdeterministicML modelslearnedTelemetryCalibrationForecastsOptimizationAnomaly detectionWhat-if analysisValidated actions
Digital twin — decisions tested in the mirror, not on the fleet

What it does

Physics simulation

Orbit, attitude, power, thermal, and RF modeled deterministically from your specs.

ML forecasting

Learned models trained on your telemetry, bounded by what physics allows.

Anomaly detection

Twin-vs-actual divergence surfaces problems before threshold alarms fire.

What-if analysis

Test maneuvers, schedules, and failures against the twin — not the fleet.

Hardware fidelity

Your buses, panels, batteries, radios, and constraints — not idealized placeholders.

Continuous calibration

Live telemetry replays into the twin, so the model tracks the fleet as it ages.

Who it's for

  • Operators who need to test decisions against physics before committing them
  • Hardware teams that want their specific spacecraft modeled, not a generic bus
  • Fleets using telemetry to continuously calibrate models against reality

How it fits

Twins are the modeling substrate of the platform. The forecasts you see in the Console and the Predictions API are backed by the same physics-plus-ML machinery, calibrated per fleet.

ConsoleAgentic interfaceAPIEnterprise integrationMission OperationsManaged operationsDigital TwinPhysics + ML modelingConstellation platformtelemetry · deterministic physics · ML models · policy · audit
One platform — four ways to run on it

Starta30-dayshadowpilot

Engage

For mission operations teams

Review your ground data architecture on a discovery call.

Book a discovery call

Step 1 of 4

Questions? contact@constellation.space

Technical whitepaper

Enter your email to access the ConstellationOS technical whitepaper.