IoT Development for Textiles & Apparel

Most value comes from data you already generate. Before adding sensors, we check what your PLCs and existing systems already emit and nobody is using.

In textiles & apparel, margins are thin and small automation gains matter more than sophisticated ones. That single fact reshapes how iot development 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 order and sampling documentation, usually integrated against production planning. We start from the constraint, not the capability, what the system must never do, who signs off, and what happens when it is wrong.

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.