Dedicated Development Team for Manufacturing

This model works when you have the product direction and need capacity, not when you need someone else to decide what to build. We are honest about which situation you are in before starting.

In manufacturing, plant networks are unreliable and decisions must happen locally in milliseconds. That single fact reshapes how dedicated development team has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is visual defect inspection, usually integrated against quality management systems. Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. You own the code, the models where they are open-weight, and the documentation to run it without us.