Layer three — manufacturing models
Manufacturing intelligence,
trained on manufacturing.
Every general purpose model has read the internet. None of them have run a factory.
What models do not know.
No model has seen a batch fail because the resin was two degrees warm.
None of them know what a mill sounds like in the week before it goes down, what yield drift looks like three days before anyone notices it, or why a shift on Tuesday costs more than the same shift on Friday.
That knowledge exists. It sits in the heads of people who have run floors for thirty years.
It has simply never been written down.
Foundation models for manufacturing execution.
Leorit is building models trained on real production data from real factory floors.
Not a general model with a manufacturing prompt in front of it. Models that understand batches, yields, downtime, material variance and machine behaviour because that is what they were trained on.
We are already inside the factories.
Every system we deploy captures production execution at a level of detail that has never been recorded in Indian manufacturing.
Every material movement. Every machine state change. Every batch, every cost, every deviation. Permanently, structured, and attributed.
That data does not exist anywhere else. It is not available to buy. It can only be built by being on the floor, and we are already there.
What becomes possible.
Predict a failing batch before the batch fails.
Not after the quality report. Before the material is committed.
Know a machine is drifting before it breaks.
From how it has been behaving, not from a maintenance calendar.
Explain a cost anomaly in the language of the floor.
Not a variance column in a spreadsheet. A sentence that names the machine, the material and the shift.
Run the parts of a factory that never needed a person.
The coordination, the chasing, the checking. The work that exists only because the system could not do it itself.
In development.
In developmentWe are building this on the data our deployed systems are generating now. It is not available yet, and we will not pretend otherwise.
What is available today is layer one and layer two: the systems that make a factory legible, and the intelligence that already runs on top of them.
We started by making factories legible. Next, we make them intelligent.