Agents

Seven agents. One autonomous plant.

Each Clinkum agent owns a stage of cement and concrete production, perceiving it, simulating it in the twin, and controlling it. Together they run the line from the quarry face to the finished pour.

Raw · Kiln · QualityGrind · ConcreteRobotics · EnergyDigital twin

Every stage, an agent.

Explore each agent, or see how they coordinate through the shared digital twin.

A1

Raw & feed

Quarry blending and raw-meal proportioning: LSF, silica / alumina ratios, and raw-mill fineness for a stable kiln feed.

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A2

Kiln & pyro

Runs the pyroprocess: preheater, calciner, feed, fuel, oxygen, burning-zone temperature and flame, forming the target clinker phases.

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A3

Clinker quality

Senses and predicts free lime, alite / belite phases, litre weight, and defects, before the lab ever samples.

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A4

Grind & blend

Controls finish grinding: Blaine fineness, gypsum / SCM blending, and cement-type spec.

Explore →
A5

Concrete & batch

Optimizes ready-mix / precast batching: water-cement ratio, admixtures, slump, and strength prediction.

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A6

Robot & inspection

Robotic sampling, drone kiln-shell and refractory inspection, and packing / palletizing.

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A7

Energy & emissions

Optimizes thermal / electrical energy, alternative-fuel rate, and CO₂ / NOx / SOx.

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DT

Digital twin

Simulates the pyroprocess, clinker chemistry, and concrete strength. Hit spec before the burn and the pour.

Explore →

Not a dashboard. A worker.

Perceive

Senses its stage

Soft-sensors and vision give each agent a live picture of its process.

Simulate

Tests before acting

Every candidate move runs through the digital twin first.

Act

Writes setpoints

Bounded, traceable control back to the DCS / APC.

Coordinate

Works with the others

Agents feed forward and back so the whole line stays in spec.

Shared spine

Coordinated by one digital twin.

The agents aren't siloed controllers. They share a calibrated twin of your plant, so a raw-mix change is understood all the way through to concrete strength.

  • Feed-forward from raw-mix to the kiln.
  • Quality error streamed to the burning zone.
  • Energy and emissions solved jointly with the kiln.
See the twin
Raw → Kilnfeed-forward
Quality → Kilntarget error
Energy ↔ Kilnjoint
Kiln → Concretestrength

The same loop, everywhere.

01

Perceive

Fuse sensors and vision into a live estimate of the stage.

02

Simulate

Test candidate moves in the twin against spec.

03

Act

Write bounded setpoints with a full trace.

04

Coordinate

Feed forward and back so the whole line holds.

What the agents move together

−38%
Free-lime rejects
−6%
Specific energy
+7pts
Alt-fuel rate
99.2%
Kiln uptime
“It's not seven dashboards. It's seven operators that never get tired and never disagree with each other.”

Process Engineer · Integrated plant

About the agents

No. Start with one, usually the kiln or clinker-quality agent, and add the rest as you expand.

Through the shared digital twin. They feed information forward and backward so the whole line stays in spec, not just one stage.

The twin arbitrates. Agents optimize their stage within shared constraints, so conflicts are resolved against the plant-wide model.

Put an agent on your line.

Start with the stage where the ROI is clearest and expand across the plant.