AI / Edge · On-prem LLM & inference

Local AI Edge Computing

High-performance local LLM execution environments and server infrastructure mapping for air-gapped and low-latency inference.

Challenge

Customers needed GPU scheduling, model versioning, and observability without sending sensitive prompts to public clouds.

Reproducible inference stacks, capacity planning dashboards, and rollback-safe model promotion tied to hardware profiles.