AI for Manufacturing & Industrial
Manufacturing and industrial operations run on data scattered across machines, sensors, and legacy systems. We build the data pipelines, integrations, and AI agents that turn that data into something your team can act on, without disrupting operations.
Predictive maintenance pipelines
MLOps pipelines that turn machine and sensor data into maintenance signals your team can act on before failures happen.
Shop-floor & field support agents
Voice and chat agents that give technicians and field staff instant answers without pulling them off the line.
Legacy system integration
Custom software that connects ERP, MES, and shop-floor systems so data flows without manual re-entry.
Secure operational data pipelines
AI pipelines engineered with the access control and auditability operational technology environments require.

How we work
The same delivery approach across every engagement — whether it's a product, a custom build, or a consulting-led project.
Discover
We map your use case, data, compliance requirements, and constraints before proposing an approach.
Design & build
Architecture, model training, and engineering happen together, with your team involved throughout — not a black-box handoff.
Launch
We deploy to production with monitoring and logging in place from day one, not added after the fact.
Support & scale
Ongoing monitoring, optimization, and support as usage, languages, and channels grow.