Manufacturing & Logistics
From maintenance manuals to shipping exceptions, manufacturing and logistics run on documents and sensor data. We build AI that works at the edge and in the data center.
Why AI stalls in Manufacturing & Logistics
Operational knowledge is scattered across manuals, maintenance logs, sensor systems and the memory of experienced staff. Plants often have limited connectivity, and export-controlled designs cannot leave approved environments.
How we make it work
We run compact models at the edge for plant-floor use and larger models in the central data center, connected to CMMS, MES and document systems. Vision models run on edge GPUs close to the line. Everything works with intermittent connectivity and within ITAR or EAR boundaries where required.
Where private AI pays off first
Maintenance copilot
Technicians ask questions of manuals, work orders and sensor history.
Quality inspection
Vision models flag defects on the line.
Exception handling
Triage shipping and supplier exceptions automatically.
Demand planning
Combine forecasts with unstructured market signals.
Supplier document processing
Extract data from certificates, invoices and shipping documents.
Safety procedure assistant
Answer questions from current safety and SOP documentation.
Frameworks we design around
We don't certify you, but we build and document systems so your compliance team can map them to the rules you answer to. Every deployment ships with an evidence pack covering data flows, access control, logging, model change management and incident response.
How we typically start
Private & On-Prem LLM Deployment
Run open-weight models on your own servers or private cloud, with no data leaving your network.
Explore service →SVC-04MLOps Pipeline Setup
Automate training, evaluation, deployment and monitoring so models ship like software.
Explore service →SVC-03Cloud-to-AI Migration
Move legacy workloads and data platforms onto infrastructure that is ready for AI.
Explore service →Common questions
Can models run without internet?
Yes. Edge deployments are designed to run fully offline and sync when connected.
Do you support OT networks?
We work with your OT and security teams to deploy within IEC 62443 zone and conduit designs.
Find out what private AI would cost you.
A 45-minute call with an engineer, not a sales script. You'll leave with a rough architecture, a cost range and the next three steps.