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.
WHY DEMIRARI
Enterprise infrastructure experience, applied to AI.
35+ years building enterprise infrastructure
Decades of systems engineering behind every machine we ship.
Built by the engineers behind Xaccel LLC
The same team that has designed and supported enterprise infrastructure 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.
WHAT WE DELIVER
Enterprise AI Infrastructure
Design, build, and deploy secure on-premises AI systems that keep your data private while delivering the performance of modern large language models.
AI server design
Purpose-built systems spec’d to your models and workloads.
Hardware sales
GPUs, servers, and components sourced and configured for AI.
Cluster deployment
Multi-node AI clusters designed, racked, and commissioned.
Networking
High-throughput, low-latency fabric for training and inference.
Storage
Fast, redundant storage sized for models, corpora, and embeddings.
RAG implementation
Retrieval pipelines grounded in your documents and data.
Local AI installation
Models, runtimes, and tooling installed and tuned on-prem.
Monitoring
Health, utilization, and performance visibility for every node.
Support
Direct access to the engineers who built your system.
Training
Hands-on enablement for your IT and engineering teams.
Maintenance
Scheduled service, parts, and preventive care on-site.
Future GPU upgrades
A refresh path that keeps your investment current.
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.
Power + Ethernet. That’s the whole install.02:00
Boot DemirOS.
Health checks pass, LEDs go green.
Health checks pass, LEDs go green.05:00
Load your model.
Your private weights are already staged.
Your private weights are already staged.15:00
Serve inference.
First tokens, on your network, in minutes.
First tokens, on your network, in minutes.
Off-the-shelf boxes force your workloads into someone else’s spec. Cloud forces your data into someone else’s building. Demirari AI does neither. We engineer the machine and the model for your workload, your budget, your power envelope, your rack.
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
PERFORMANCE
A powerhouse of inference, sized to your workload.
Up to 8×
accelerators per node
2,000+
concurrent inference sessions
15TB
unified high-speed memory
GPU
NVIDIA RTX 6000 Ada / H100 / L40S — your choice
CPU
Dual AMD EPYC / Intel Xeon
RAM
DDR5-5600 ECC, 256GB–4TB
STORAGE
NVMe Gen5, up to 245TB
POWER
1–3kW redundant PSU, 80+ Titanium
COOLING
Air / DLC liquid, 35–45dB
NETWORKING
2× 100GbE / 400GbE options
FORM FACTOR
Edge · 2U · 4U · multi-node
WHY LOCAL
Milliseconds matter. So does custody.
On-prem inference answers in under 50ms — and your prompts never leave the building. Cloud round-trips cost 200–500ms and your data.
LOCAL — DEMIRARI AI ON-PREM
<38ms
CLOUD — TYPICAL ROUND-TRIP
260ms
Token streaming feels instant when the round-trip is a cable, not a continent.
MODELSMITH — CUSTOM MODEL ENGINEERING
A model built for your business, not borrowed from it.
We take a strong open base model and make it yours — tuned on your domain, distilled to your latency target, quantized to your hardware, and grounded in your data. The weights ship on your machine and stay private. Forever.
Fine-tuning
Domain adaptation on your corpus — your terminology, your tone, your rules.
Distillation
Big-model quality at small-model speed, sized to the box we build you.
Quantization
FP8 / INT4 formats matched exactly to your memory budget.
RAG & Grounding
Your documents, cited answers, zero hallucinated sources.
DEMIROS
An operating system built for one job: serving your AI.
- One-pane admin for models, users, and hardware
- OpenAI-compatible endpoints out of the box
- Signed, offline updates — air-gap friendly
- Full audit logging, RBAC, and SSO
WHY DEMIRARI AI
Three things we never compromise.
Built to spec
Your workload defines the machine. Every component chosen for your latency, memory, and power targets.
- Workload-first design
- No wasted silicon
- Right-sized power
Model co-design
Hardware and model engineered together, so your fine-tune actually fits and flies.
- Memory-matched quantization
- Distillation to target
- RAG tuned to your corpus
Total control
Your weights, your data, your premises. Audit-ready by default.
- Zero egress
- Private weights
- Full logs
RESILIENCE
Engineered to pass every audit — and keep serving.
Dual GPUs, dual PSUs, mirrored NVMe, ECC memory, and hot-swap everything. We build redundancy into the spec you approve — so a component failure is a maintenance ticket, not an outage.
- Dual / redundant accelerators
- Mirrored NVMe (RAID)
- 1+1 hot-swap PSU
- ECC throughout
- Air-gap capable
- FIPS-validated crypto options
THE DIFFERENCE
Why teams choose bespoke.
Truly integrated
Hardware, OS, and model arrive as one tuned system.
No server room required
Quiet, efficient, office-friendly options.
Zero cloud dependency
Runs air-gapped; no egress, ever.
Resilience by design
Redundancy matched to your risk model.
Right-sized footprint
From a desk-side Edge node to a multi-node Cluster.
Fixed, transparent pricing
One build price, no per-token meter.
TRUSTED
Teams that needed it done their way.
“Demirari AI built exactly the box our compliance team demanded — and the model actually understands our policy language.”
Chief Information Security Officer
Regional bank
“They distilled a 70B model down to something that runs in real time on our factory floor. On-prem. No cloud.”
VP Engineering
Industrial manufacturer
“Our clinicians get cited answers from our own records, in milliseconds, with zero PHI leaving the network.”
Head of Data
Healthcare network
“The configurator gave procurement a fixed number and gave us exactly the memory headroom we needed.”
Chief Information Officer
Insurance group
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.