Predict the unpredictable.
Run undisturbed.
Vermilion is a physics-informed Large Reasoning Model that anticipates equipment failure days before it surfaces — and explains its reasoning in your engineers' language.
Reasoning, informed physics pattern matching
Most predictive maintenance is curve-fitting in disguise. Vermilion combines physical first principles with reinforcement-tuned reasoning so you get answers your reliability team can actually act on, and verify.
Sense
Ingest sensor telemetry, maintenance logs and equipment specs from any source: historians, edge gateways, CSV exports. No protocol lock-in.
Reason
The LRM grounds its inferences in physical laws — conservation of energy, Newtonian dynamics, fatigue mechanics — refusing physically impossible conclusions.
Recommend
Get specific, time-bounded actions: which part, what window, why now. Every recommendation comes with the reasoning chain attached.
Watch Vermilion think through a bearing failure.
Every prediction is a chain of physical inferences, not a black-box score. Pause at any step. Inspect the evidence. Override and re-run.
One platform.
Limitless applications.
A single reasoning model adapted to your assets: pumps, presses, turbines, gearboxes, lines. Cross-domain learning lifts every deployment as the fleet grows.
Physics-informed core
Neural networks constrained by Newton, thermodynamics and fatigue mechanics, so the model refuses to hallucinate impossible answers.
Cross-industry insight
Solutions discovered on one fleet privately improve predictions on another. Anonymized, isolated, opt-in.
Virtual maintenance expert
Conversational interface for your reliability team. Ask why. Get reasoning. Override and re-run.
Edge-to-cloud architecture
Deploys at the edge for latency-sensitive sites and in our cloud for fleet-wide reasoning. Air-gapped on request.
Calibrated uncertainty
Probabilities you can trust at the planning desk. We publish reliability diagrams every quarter.
Open integration
REST, gRPC, OPC-UA, MQTT, Historian. Bring your own data lake. Bring your own SCADA.
Wherever uptime decides outcomes.
Our platform adapts to any industry where equipment reliability is critical. Physics doesn't change between sectors. Neither does Vermilion.
The signal beneath the noise.
Across our deployments, Vermilion catches what others miss. These are the numbers we keep on the wall.
A silent bearing fault, caught four days early.
Vermilion flagged a 120 Hz resonance on a primary crusher bearing. SCADA showed nominal vibration; the physics model didn't agree. Replacement during scheduled maintenance avoided 14 hours of unplanned downtime.
What enterprise buyers ask first.
Move from reactive
to predictive.
See how our reasoning core thinks about a failure mode that matters to your operation. Thirty minutes, with one of our reliability engineers.