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Layer 4 · Connect

Infrastructure & Edge

Underneath every AI system is compute, networks and equipment. We bring carrier-grade networking experience to private AI infrastructure, devices and industrial operations.

DeliveredBacked by delivered work.Pilot programFixed-scope, fixed-price first engagement.

What we offer

Embedded & robotic systems

Delivered

Robotic inspection and embedded controllers running in the field.

Robotic NDTEmbedded controllersField devices
You receiveDevice software and field test reports

Private AI infrastructure

Pilot program

Dedicated model-serving environments designed around workload, data boundaries and operational requirements.

GPU architectureModel servingObservability
Pilot deliverableDeployment architecture, serving API and operational runbook

Edge AI & equipment telemetry

Pilot program

Connect equipment telemetry to local intelligence, event monitoring and remote dashboards.

IoT integrationLocal inferenceAnomaly detection
Pilot deliverableBounded equipment-monitoring pilot with validated alerts

Digital twins & process simulation

Pilot program

Operational models that connect equipment states, process behavior and observed measurements.

TelemetryScenario analysisProcess modeling
Pilot deliverableScoped simulation prototype with documented assumptions
FAQ

Common questions

Can AI run on our own infrastructure instead of a public cloud?

Yes, through the private AI infrastructure pilot program: dedicated model serving designed around your workload, data boundaries and operational requirements.

Does VACL work with industrial equipment?

Yes. VACL's embedded and robotic work includes robotic non-destructive testing with RAST and car wash controllers with secure card processing with WashPal.

Define the problem. Prove the system.

Discuss a projectView services