Deskside AI
Tower Workstations
From compact edge inference to the NVIDIA GB300 Grace Blackwell Super AI Station — purpose-built deskside platforms for local LLM inference, agentic AI, and on-premises sovereign AI. Configured and supplied by Servero, UK Supermicro Authorised Partner.
Why Agentic AI Pulls Demand Back to Desktop
Local, multi-step agents create requirements that standard PCs and cloud-only strategies do not fully solve. The shift is from "which SKU?" to "which workload, model size, data boundary, and deployment economics?"
Token Economics
Agentic AI generates 10–100× more tokens than standard chat. Cloud inference costs scale directly with usage — owning your GPU turns a variable API cost into a fixed capital expenditure.
Latency & Control
Local inference removes round-trip jitter and supports deterministic debugging for automation workflows. Sub-50ms agent loops that cloud endpoints cannot reliably deliver.
Predictable Spend
Recurring per-token API billing becomes unsustainable at agent scale. A deskside system delivers fixed-cost inference with no data egress charges and no per-request billing surprises.
Data Sovereignty
Regulated organisations cannot send proprietary code, contracts, patient records, or customer data to public cloud APIs. Local inference keeps sensitive data entirely on-premises.
Open-Weight Models
Llama, Qwen, DeepSeek, and Mistral are now competitive for many enterprise workflows. Local GPU memory is the primary bottleneck — not model quality. These systems remove that constraint.
Choose by Model Size
Match the platform to your target model, memory footprint, and deployment economics. All VRAM figures assume 4-bit quantisation; actual fit varies by context length and batching configuration.
Client AI
USFF / SFF — compact inference
On-device inference for private RAG, agentic automation, and edge deployment. Sweet spot for 24B–32B 4-bit quantised models.
Example models
- Qwen3-32B
- DeepSeek-R1 32B
- Mistral Small 3.2 24B
Systems
1 GPU Workstation
RTX PRO 6000 — 96 GB VRAM
Uncompromised single-GPU experience. Fits 70B models with low context; stretches to 123B. Professional desktop form factor.
Example models
- Llama 3.3 70B
- Mistral Large 2 123B
Systems
2 GPU Workstation
2× RTX PRO 6000 — 192 GB VRAM
Balanced acceleration for advanced workloads. Handles frontier 235B models with low context; dual GPU configuration for parallel inference.
Example models
- Qwen3-235B
- DeepSeek-V2.5 236B
- Falcon 180B
Systems
4 GPU Workstation
4× RTX PRO 6000 — 384 GB VRAM
Maximum compute density for extreme AI performance. Quad-GPU tower supporting the largest publicly available open-weight models.
Example models
- Llama 3.1 405B
- xAI Grok-1 314B
Systems
Super AI Station
NVIDIA GB300 Grace Blackwell — 748 GB
On-premises AI supercomputer. Up to 20 PFLOPS FP4, closed-loop liquid cooling, office-ready acoustics. 2× the throughput of 8× H100.
Example models
- Kimi K2.5 1T
- DeepSeek-V3 671B
- Mistral Large 3 675B
Systems
Full Product Lineup
All platforms available new and configured to specification. Contact our team for pricing, availability, and custom configurations.
SYS-C512i
Mini AI-PC
CPU
Intel Core Ultra Series 3 (Panther Lake-H)
Max Cores
Up to 16 cores
Max Memory
Up to 128GB DDR5
GPU Slots
CPU + Xe3 GPU + NPU hybrid
Power Supply
Compact
CPU + NPU + Xe3 iGPU hybrid inference. Compact deskside AI — no discrete GPU required.
Enquire / Configure SYS-C512iAS-C521D
Slim-Tower AI PC
CPU
AMD Ryzen / EPYC 4004 & 4005 series
Max Cores
Up to 16 cores
Max Memory
Up to 96GB DDR5 UDIMM
GPU Slots
1× discrete GPU (PCIe 5.0 x16)
Power Supply
668W Platinum
RTX Pro 2000/4000 support. Slim desktop form factor ideal for office AI deployment.
Enquire / Configure AS-C521DReady-to-Ship Systems
Pre-validated Gold SKU configurations available for immediate order. Start with the closest available configuration — escalate to a custom build only when needed.
Client AI Desktop
SYS-C542i-11302U
Mid-tower AI PC for client-side and local inference workloads.
- Intel Core Ultra 7 — 20 cores / 5.30GHz
- 32GB DDR5 + 1TB flash storage
- Windows preloaded
- Next-day shipment on available stock
Compact Deskside AI
AS-C521D-31101U
Slim-tower AI PC for cost-effective office and edge deployment.
- AMD EPYC 4124P — 4 cores / 8 threads / 5.1GHz
- 16GB DDR5 + 1TB PCIe Gen4 NVMe SSD
- Windows 11 Home pre-loaded
- Wi-Fi 7, 5GbE LAN, USB4, HDMI 2.1
1U Rack Infrastructure
AS-1015A-MT-01-G2
Compact 1U rack server for branch office and edge infrastructure.
- AMD EPYC 4564P — 16 cores / 4.5GHz
- 32GB DDR5-5600 ECC + 1.92TB M.2 NVMe PCIe Gen4
- Dual 1GbE + dedicated IPMI
- 500W Platinum PSU — TPM 2.0 included
Super AI Station
ARS-511GD-NB-LCC-01-G2
NVIDIA GB300 Grace Blackwell Ultra — on-premises AI supercomputer.
- NVIDIA Grace CPU + Blackwell B300 GPU
- Up to 748GB coherent memory capacity
- Up to 20 PFLOPS FP4 AI performance
- Closed-loop liquid cooling — office-ready
Ready to Plan Your AI Infrastructure?
Servero configures and supplies Supermicro AI systems for UK and EMEA customers — from a single inference node to a rack-scale training cluster. We hold UK stock of selected systems for rapid deployment.
Our team has over 25 years of experience in high-performance computing and enterprise server deployments. Contact us to discuss your GPU platform requirements, workload profile, and deployment timeline.

