APPLIED AI FOR MANUFACTURING

AI that runs inside your plant.
Not somebody else’s cloud.

We build custom AI systems on your own hardware, tuned to how your operation actually works, and scoped against a number already on your P&L.

Book a discovery call See how a deployment works

VRW CONSOLE — LINE 3 / EDGE NODE 01 — ON PREMISES HEALTHY

DEPLOYMENT OverviewWorkflowsModelsData sourcesAudit log HARDWARE Edge node 01Edge node 02

HOURS RETURNED / WK312

SCRAP RATE1.8%

DOCS PROCESSED14,208

DATA EGRESS0 bytes

Throughput — last 14 days

LOCAL INFERENCE

WORKFLOWOWNERRUNS / DAYSTATUS

Purchase order intakeProcurement1,940● LIVE

Weld seam inspectionQuality7,412● LIVE

Maintenance log triageReliability386● PILOT

THE PROBLEM

Most AI pilots die between the demo and the plant floor.

The data can’t leave

Drawings, process parameters, supplier terms, defect history. Legal says no, and legal is right. Every tool that requires an upload is dead on arrival.

The workflow isn’t generic

Your intake process exists because of a customer, an audit, or a mistake from 2011. Off-the-shelf software has no idea, so people route around it.

Nobody tied it to a number

“Improved efficiency” does not survive a budget review. If a deployment can’t be traced to margin, hours, or scrap, it gets cut.

WHAT WE BUILD

Three things, done properly.

Talk through your operation →

Custom local and secure AI deployments

Open-weight models running on hardware you own, inside your network. No third-party API, no vendor training on your data, and an air-gapped option where the environment demands it.

On-premise GPU sizing & procurementModel selection, fine-tuning, evaluationSSO, role-based access, full audit trail

Optimizing business workflows

We map the work as it is actually done, find the steps that are slow because a human is reading something, and rebuild those steps. The rest we leave alone.

Order, quote and invoice intakeMaintenance and inspection reportingERP and MES integration

Driving bottom-line profit metrics

Every engagement starts by picking the number it has to move and how we’ll read it. If the number doesn’t move, we say so and stop.

Baseline measurement before buildNamed owner for every metricQuarterly review against the baseline

SECURITY MODEL

Nothing leaves the building.

The models, the weights, the vector index and the logs all sit on hardware you own. We can operate fully disconnected from the internet, and the console will tell you at a glance whether anything has ever been sent out.

Open-weight models, licensed to you, not rented
Air-gapped deployment option for regulated lines
Every prompt, retrieval and output written to an audit log
If we walk away, it keeps running without us

YOUR NETWORK

ERP
/ MES

FILE
SHARES

LINE
SENSORS

VRW inference nodeMODELS · INDEX · AUDIT LOG

YOUR PEOPLE

NO EGRESS

PUBLIC CLOUD API

Thirty minutes, one workflow, no deck.

Tell us the process that costs you the most time. We’ll tell you on the call whether AI is the right tool for it, and what it would take.

You describe the workflow

Who touches it, how long it takes, where it breaks.

We sketch the deployment

What runs where, on what hardware, at roughly what cost.

You get a written summary

Within two working days, whether or not you go ahead.

Thanks — that’s through.

We’ll come back to you today with two or three times that work, and a first read on your workflow.

AI that runs inside your plant.Not somebody else’s cloud.