Predictive & Diagnostic ML
Models for anomaly detection, remaining-useful-life estimation, and signal analysis on high-stakes sensor data.
Stochastic · Deterministic · Safety-critical
Mission critical systems.
Aubrey Analytics builds systems incorporating agentic AI, custom ML, and traditional software components to meet the needs of highly regulated environments such as nuclear, defense, and cyber-security, where reliability, verification, and auditable clarity are not optional.
Predictive & Diagnostic ML
Anomaly detection and uncertainty reduction for multi-variate sensor data.
Decision Support
Human-in-the-loop tools that turn multi-modal telemetry into auditable decisions.
Assurance & Verification
Deliverables that integrate tightly with regulated development processes.
What we do
End to end intelligence.
We work alongside operators, regulators, and engineering teams to deliver systems that hold up under scrutiny.
Decision Support Systems
Human-in-the-loop tools that turn complex telemetry into clear, auditable operational decisions.
Assurance & Verification
Rigorous validation, testing, and documentation built for safety-critical and regulated environments.
How we work
Actionable intelligence.
01
Model
We build predictive and diagnostic models on the sensor, telemetry, and time-series data your systems already produce.
02
Verify
Every model is validated, tested, and documented to standard — the work that lets it be adopted in a regulated setting.
03
Deploy
Production ML engineered for restricted and air-gapped environments, with reproducible pipelines and controlled release.
Have a system that has to be right?
Tell us about the problem. We'll tell you honestly whether we can help.
Get in touch