Energy, Chemicals and Mining

Know which move restores stable output, before you commit.

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57%

of the most recent major outages reported by operators cost more than one hundred thousand dollars.

Uptime Institute, 2026

1 in 5

of those same outages passed a million dollars in cost.

Uptime Institute, 2026

Leading

cause of human-error outages remains failure to follow an established procedure.

Uptime Institute, 2026

Two

is often the number of specialists every hard upset or dispatch call waits for.

What operators tell us

The problem underneath the upset

Get to a safe outcome faster next time.

Every plant, grid and mine already has historians, alarms, procedures and increasingly an assistant that can investigate. Your control and maintenance systems stay authoritative. The question left to judgement decides the shift: which permitted move brings the process back to stable output, how fast, and what it is worth.

The runbook is usually there and usually findable. The gap is judgement: what has already been ruled out, what worked on comparable events, and what this particular event actually needs.

Kalyr states what is known, what is unknown and what permission holds back, compares the permitted moves and seals a prediction for each before your team acts. When the outcome arrives, the chosen prediction is scored and the value settled with finance.

Predicted before. Scored after.

Refinery towers and pipework glowing against the night sky

Your team makes the call. Kalyr keeps the score.

One episode, minute by minute

See each move, from first signal to settled value.

A process upset: what Kalyr surfaced at each point, and the value settled at the end.

The repertoire Kalyr chooses from

Observe
Nudge
Ask
Explain
Precedent
Challenge
Recommend
Escalate
Abstain

Each option carries its prediction, sealed before your team acts. Options not taken stay predictions; the chosen one is scored against what happened.

Governance

Explain the decision months later.

A regulated operator needs the right call on the shift and the ability to show, later and to someone else, what was known, what was permitted, who authorised, what followed and what it was worth. That requirement is built into the record.

The mechanism stays proprietary. The chain of custody stays open to inspection.

Read the Open Trust Layer See one decision

0.1

Every disclosure is logged.

What evidence was released, to whom, for what purpose, and under which consent state. The log is written at the moment of access.

0.2

Evidence and inference stay separate.

An observation is one object. A conclusion drawn from it is another. The conclusion can change while what was seen stays intact.

0.3

Every consequential proposal carries its trace.

The sources, the comparable events and the recorded confidence travel with the recommendation and remain reviewable afterwards.

0.4

Your team owns the decision.

Every consequential action has an accountable person, and the record names them.

0.5

Your systems stay in command.

Kalyr reads governed evidence and records proof. Your equipment and installed systems stay in command.

0.1

Every disclosure is logged.What evidence was released, to whom, for what purpose, and under which consent state. The log is written at the moment of access.

0.2

Evidence and inference stay separate.An observation is one object. A conclusion drawn from it is another. The conclusion can change while what was seen stays intact.

0.3

Every consequential proposal carries its trace.The sources, the comparable events and the recorded confidence travel with the recommendation and remain reviewable afterwards.

0.4

Your team owns the decision.Every consequential action has an accountable person, and the record names them.

0.5

Your systems stay in command.Kalyr reads governed evidence and records proof. Your equipment and installed systems stay in command.

Where it applies

Pick the decision that keeps waking the same people.

One decision family, one team, one outcome window. Enough to learn from, small enough to judge honestly.

What you could hold Kalyr to

Four things an operator could hold Kalyr to.

An evidence-rich environment for high-value applications. Each measure is a target, tested on your own evidence and settled with finance against your current method. Safety is held throughout.

[0.1]

Get the process back to stable output faster.

Every episode is timed from first signal to stable output. The predicted recovery is sealed before the move and compared with the observed one, so the responses that restore output fastest become the ones you repeat.

Interior of an industrial electrical control room with panels

[0.2]

Protect your scarcest expertise for the calls that need it.

Process engineers and control-room operators take years to find and deserve their focus. Kalyr prepares each case with its evidence and routes early when the evidence calls for the specialist.

Technician on the steps of a wind turbine against a bright sky

[0.3]

Carry the reasoning across the shift change.

Handover is where a site keeps its reasoning: what was relaxed, what was ruled out, what was waiting on a callback. Because the state and the interventions are one record, the incoming shift inherits the reasoning.

Aerial view of terraced open pit mine benches

[0.4]

Know what each recovery move was worth.

Each episode is settled on the formula your finance team agreed: observed value, the effect attributable to the move and the counterfactual value, kept apart.