CUSTOM AI INFRASTRUCTURE — BUILT TO ORDER
Demirari AI designs and builds local AI hardware to your exact requirements — and custom-modifies the models that run on it. No cloud. No data egress. No compromise.
WHY LOCAL AI
It’s not about where the model runs.
It’s about what you get. Most executives don’t care whether AI is “local” — they care about outcomes. Here are the five that matter.
Privacy
Your prompts, documents, and customer data never leave your building. No third-party training on your data, ever.
Compliance
HIPAA, CJIS, PCI, and government data-handling requirements are far easier to meet when data never leaves your perimeter.
Speed
No network round-trips, no queueing behind other tenants. Latency you control, performance you can guarantee.
Cost
Predictable capital expense instead of per-token metered billing that scales against you as usage grows.
Ownership
Your models, your weights, your hardware. No vendor lock-in, no price hikes, no service deprecation.
FROM CRATE TO INFERENCE
Your machine arrives ready. Plug it in. Serve your model.
00:00
Rack & connect.
Power + Ethernet. That’s the whole install.
02:00
Boot DemirOS.
Health checks pass, LEDs go green.
05:00
Load your model.
Your private weights are already staged.
15:00
Serve inference.
First tokens, on your network, in minutes.
WHAT WE BUILD
The machine. The model. The platform.
Custom Hardware
AI systems engineered to your exact workload.
- Edge, rack & cluster form factors
- Burn-in tested before delivery
- Enterprise warranty & support
- Future GPU upgrade path
Modelsmith
AI models custom-engineered for your business.
- Faster inference on your hardware
- Lower GPU requirements
- Private fine-tuning — weights stay yours
- Grounded in your data (RAG)
DemirOS
The operating platform for private AI.
- Managed updates
- Monitoring & alerting
- Security hardening
- Automation & orchestration
THE CONFIGURATOR
Design your machine.
Start from a workload, not a SKU. Pick your form factor, accelerators, memory, storage, cooling, and power budget. Watch the spec — and the estimate — update in real time. Then we build it.
Open the full Configurator
Demirari AI RackFORM FACTOR
ACCELERATORS
×4UNIFIED MEMORY
EST. TOKENS/SEC
564
MEM BANDWIDTH
4.8 TB/s
POWER DRAW
2,680 W
EST. BUILD
$126k–$158k
Representative estimates from reference builds (70B-class model, 4-bit quantization, batch size 1, 4K context). Actual results vary with configuration and workload.
WHY DEMIRARI
Enterprise AI infrastructure, proven for 35+ years.
Design, build, and deploy secure on-premises AI systems — from AI server design, cluster deployment, networking, and storage to RAG implementation, monitoring, training, and future GPU upgrades.
35+ years building enterprise infrastructure
Decades of systems engineering behind every machine we ship.
Built by the engineers behind Xaccel LLC
Enterprise infrastructure designed and supported for decades.
US-based engineering
Designed, assembled, and supported in New Jersey.
Enterprise support
Real engineers, not a ticket queue.
Custom built
Every system built to your specification.
Burn-in tested
Full-load validation before delivery.
Warranty
Enterprise hardware warranty on every system.
PERFORMANCE
A powerhouse of inference, sized to your workload.
Up to 8×
accelerators per node
2,000+
concurrent inference sessions*
15TB
unified memory across a cluster†
WHY LOCAL
Milliseconds matter. So does custody.
On-prem inference answers in under 50ms — and your prompts never leave the building.
Token streaming feels instant when the round-trip is a cable, not a continent.
LOCAL — DEMIRARI AI ON-PREM
<38ms
CLOUD — TYPICAL ROUND-TRIP
260ms
* Representative estimates from reference builds (70B-class model, 4-bit quantization, batch size 1, 4K context). Actual results vary with configuration and workload.
† Cluster aggregate at max configuration — single-node builds top out at 4TB RAM / 384GB VRAM.
WHO THIS IS FOR
Built for teams whose data can’t leave the building.
Healthcare
PHI stays on your network; cited clinical answers from your own records.
Law enforcement
Evidence and case data processed inside your facility, CJIS-minded.
Finance
Model risk, AML triage, and research copilots behind your firewall.
Government
Air-gap capable deployments with a documented chain of custody.
Legal
Privileged documents stay privileged — discovery and drafting on-prem.
STARTING POINTS
Three chassis. Infinite configurations.
Demirari Edge
Desk-side / edge. 1–2 GPU, silent, for teams & branch sites.
1–2 GPU · ≤48GB VRAM · 35dB
ConfigureDemirari Rack
2U/4U workhorse. Up to 8 GPU, for production inference.
Up to 8 GPU · 384GB VRAM · 4TB RAM
Configure
Demirari Cluster
Multi-node scale-out, for large models & heavy training.
2–16 nodes · 400GbE fabric · PB storage
ConfigureEvery unit is configured to order. These are starting points, not SKUs.
Compare the lineupGET STARTED
Tell us your workload. We’ll design the machine, engineer the model, and deliver a system that runs entirely on your premises.
CERTIFICATION, EARNED TOGETHER
Built for SOC 2, ISO 27001, HIPAA, and GDPR environments.
Formal certifications can only be awarded to a completed, operating environment — no vendor can sell you a pre-certified machine. So we engineer to those standards from the first drawing: documented controls, audit-ready logging, and a clear chain of custody for your data. Then we stay engaged through your assessment itself — supplying evidence, working with your auditors, and resolving findings — until your deployment is certified.