Edge AI & Private LLMs

The challenge

Public LLM APIs create data residency risk, unpredictable costs, and latency that breaks real-time edge workflows.

How CES helps

We design bare-metal and rack-scale arrays with optimized PCIe topology, local model serving, and hybrid routing to your existing web tier.

Deliverables

• Hardware sizing & PCIe lane mapping
• Private inference runtime & model registry
• Hybrid cloud + on-prem orchestration
• Monitoring, rollback, and capacity planning

Typical stack