Petronella Technology Group
(919) 348-4912
Standard 19" Rack Form Factor

AI Rack Workstations

Data Center-Ready AI in Standard 19" Rack Form Factor

From single-GPU inference nodes to 4-GPU training powerhouses. Built for server rooms, managed remotely, deployed by Petronella Technology Group.

Call Now: (919) 348-4912 Or Schedule a Call

When You Need Rack-Mounted AI

Rackmount form factors are the right choice when AI needs to be infrastructure, not a desktop peripheral.

Multi-User Access

Serve AI to entire teams through API endpoints. Centralized GPU resources that multiple departments can share.

24/7 Operation

Built for continuous operation with redundant cooling, hot-swap drives, and IPMI out-of-band management.

Remote Management

IPMI/BMC enables full remote access including power control, BIOS configuration, and KVM over IP without physical presence.

Scalable Infrastructure

Start with one node, grow to a cluster. Standard rack form factor makes it easy to add capacity as your AI workload grows.

AI Rack Workstation Lineup

Five configurations spanning inference to training, all in standard 19" rackmount form factor with NVIDIA RTX PRO 6000 Blackwell GPUs.

Inference Single & Dual-GPU Rack Systems

96 GB VRAM Rackmount

Ryzen 9 AI Inference 96B Rack

Entry-level rack inference node

CPU AMD Ryzen 9 9950X
GPU 1x RTX PRO 6000 96GB
VRAM 96 GB GDDR7 ECC
Call for Pricing: (919) 348-4912
96 GB VRAM Rackmount

Core Ultra 9 AI Inference 96B Rack

Intel platform rack inference node

CPU Intel Core Ultra 9 285K
GPU 1x RTX PRO 6000 96GB
VRAM 96 GB GDDR7 ECC
Call for Pricing: (919) 348-4912
192 GB VRAM Rackmount

Threadripper 9000 AI Inference 192B Rack

Dual-GPU rack for large model inference

CPU AMD Threadripper 9960X
GPU 2x RTX PRO 6000 96GB
VRAM 192 GB GDDR7 ECC
Call for Pricing: (919) 348-4912

Training Quad-GPU Rack Systems

Maximum Performance
384 GB VRAM Rackmount

Threadripper 9000 AI Training 384B Rack

Maximum VRAM in rack form factor for large-scale training

CPU AMD Threadripper 9970X
GPU 4x RTX PRO 6000 Blackwell 96GB
Total VRAM 384 GB GDDR7 ECC
AI Performance 4x 4,000 TOPS
Call for Pricing: (919) 348-4912
384 GB VRAM Rackmount

Xeon AI Training Rack Workstation

Intel enterprise platform with 4-GPU training in rack form factor

CPU Intel Xeon W7-3565X
GPU 4x RTX PRO 6000 Blackwell 96GB
Total VRAM 384 GB GDDR7 ECC
AI Performance 4x 4,000 TOPS
Call for Pricing: (919) 348-4912

Turnkey Rack Deployment

Petronella Technology Group handles every step from site assessment to production deployment. You focus on AI, we handle infrastructure.

1

Site Assessment

We evaluate your server room for available rack space, power capacity, cooling airflow, and network connectivity before ordering hardware.

2

Power Planning

Dedicated circuit provisioning, PDU selection, and UPS sizing to ensure reliable power delivery under full GPU load.

3

Rack Installation

Professional rack mounting with proper rail kits, cable management, and airflow optimization for maximum cooling efficiency.

4

Network Configuration

VLAN setup, firewall rules, VPN access, and 10GbE or 25GbE network connectivity for high-throughput data transfer.

5

Software Stack

OS installation, NVIDIA drivers, CUDA toolkit, inference frameworks (vLLM, TensorRT), and monitoring dashboards.

6

Cooling Assessment

BTU calculations, hot/cold aisle planning, and supplemental cooling recommendations for multi-GPU rack deployments.

Rack Systems at a Glance

System CPU GPUs VRAM Best For
Ryzen 9 96B Rack Ryzen 9 9950X 1x RTX PRO 6000 96 GB Budget inference
Core Ultra 9 96B Rack Core Ultra 9 285K 1x RTX PRO 6000 96 GB Intel ecosystem
TR 9000 192B Rack Threadripper 9960X 2x RTX PRO 6000 192 GB Large model inference
TR 9000 384B Rack Threadripper 9970X 4x RTX PRO 6000 384 GB AI training
Xeon Training Rack Xeon W7-3565X 4x RTX PRO 6000 384 GB Enterprise training
Discuss Your Rack Requirements: (919) 348-4912

Frequently Asked Questions

What rack space do these AI workstations require?
Our rackmount AI workstations fit standard 19-inch server racks. Single-GPU inference systems typically occupy 2U-3U of rack space, while 4-GPU training systems require 4U. Exact dimensions depend on the GPU configuration and cooling requirements. We provide detailed rack planning as part of our deployment service.
What power and cooling requirements should I plan for?
Single-GPU systems need a standard 15A/120V circuit. Dual-GPU (192GB) systems require a 20A/120V circuit. Quad-GPU (384GB) systems need a dedicated 20A/240V circuit. All systems use front-to-back airflow. For quad-GPU systems, plan for roughly 3,000W of heat dissipation per node. Our deployment team performs a full power and cooling assessment before installation. Call (919) 348-4912.
Can I manage these systems remotely?
Yes. All rackmount systems include IPMI/BMC for out-of-band management. This provides remote power cycling, BIOS access, console redirection, and hardware health monitoring independent of the OS. We also configure SSH, VPN access, and GPU monitoring dashboards (Grafana, DCGM) for day-to-day operational management.
Do you handle rack installation and deployment?
Absolutely. Petronella Technology Group provides turnkey deployment including site assessment, power planning, rack mounting, cable management, network configuration, OS installation, GPU driver setup, and AI framework deployment. We are based in Raleigh, NC and serve the Triangle area for on-site installation. We ship pre-configured systems nationwide with remote deployment support.
Can I mix inference and training nodes in the same rack?
Yes, and many clients do exactly this. A common configuration is 2-3 inference nodes (96GB each) for serving production models alongside a single 384GB training node for fine-tuning. We design rack layouts that optimize power distribution and cooling for mixed GPU workloads.
How loud are rackmount AI workstations?
Rackmount systems use high-RPM fans optimized for airflow rather than silence. Typical noise levels range from 50-70 dBA depending on GPU load. They should be installed in a dedicated server room or data center with proper acoustic isolation. If noise is a concern and you work near your hardware, consider our desktop tower configurations instead.

AI That Fits Your Rack

From single-node inference to multi-GPU training clusters. Our team handles site assessment, installation, and ongoing support.

Call Now: (919) 348-4912 Or Schedule a Call