AI that watches every signal, holds every limit, and explains every call.
Agents reconcile PI, SAP and every maintenance record into one living, verified graph.
Deployed on your data platform. Value measured against your own baseline.
Recoverable value, quantified per furnace.
Every critical tag held to its safe operating window.
Critical equipment tracked across every lane. ETA drift flagged early.
The plant is a physical system first. The models earn their place.
Physics-informed models that hold when conditions drift.
Built by people from control rooms, turnarounds and reliability programs.
Agentic pipelines and causal inference. Every value traced to its source.
Arrival probabilities from AIS and lane history, and how they decide how much to hold and when to expedite.
Read the note → Note 02 · Aug 2026 · CX EmberWhy the heater's energy balance belongs inside the loss function, and what it changes about extrapolation.
Read the note → Note 01 · Jun 2026 · AxiomWhy that number is hard to fake, and why it falls on its own when the plant changes and the records do not.
Read the note →Agents discover, resolve, validate and publish. Science starts on day one, not month nine.
Every signal the plant produces, inventoried.
Tags to assets. Assets to locations. Documents to both.
Physical-range checks and cross-system agreement.
A governed model on your platform, lineage intact.
Built by engineers who commissioned units, ran control rooms and led reliability programs — for operators across the Middle East and worldwide.
Your engineers, our scientists, your data, one room. First instrument live within 90 days; the lab is yours within a year.
Explore AI Labs →Bring a sample of plant data. We'll show value against your own baseline.