01
On-prem 8B models
Quantized foundation models running on a single GPU — no cloud round-trip.
Expertise
Edge Inference.
On-premise 8B-class models and QR desk nodes for regulated workloads that never leave the building.
Practice
Expertise
Delivery
Riyadh · London · Lahore
Model
Fixed-scope · Retainer
Timeline
6–16 weeks / phase
01 — What we do
Three pillars that carry the practice.
02
QR desk nodes
Branch and desk-side inference boxes with zero-touch provisioning.
03
Air-gapped deployments
Full model lifecycle inside an air-gap, with signed update bundles.
“
We ship this practice as a small, opinionated system — running infrastructure, evaluation harnesses, and the rituals that make leadership trust the numbers.
02 — Capabilities
What we build inside this practice.
Every engagement is scoped as a small system, not a slide deck. You get running infrastructure, documentation, and the metric-store hooks to measure it.
Scope an engagement01Model quantization (GGUF, AWQ, GPTQ)
02On-prem inference servers (vLLM, TGI)
03Edge & branch deployments
04Air-gap update bundling
05Hardware sizing & procurement
06Zero-touch provisioning
07Local observability stack
08Offline eval harnesses
Reference architecture
How the pieces move.
03 — In production
Numbers from the field.
120tok/s
On a single L40S
With INT4 quantization.
0ms
Cloud round-trip
On regulated branch workloads.
48hr
Branch deploy time
From ship to running inference.
Ready to scope this into your stack?
Book a working session with a lead architect.