AI server architecture
Size training, fine-tuning and inference infrastructure around model memory, concurrency and growth. Evaluate GPU platforms, CPU balance and accelerator interconnects.
Workload sizing & platform recommendations
Enterprise servers · Technical consulting
AI servers & enterprise infrastructure
NVIDIA HGX™, NVIDIA MGX™ and rack server platforms, backed by workload-led technical consulting for AI compute, private cloud and data-centre setup planning.
AI training & inference
HPC & visual computing
Networking & cloud
NVMe storage platforms
Technical consulting · Enterprise solutions
AI servers & data-centre setup consulting
From a single GPU server to a planned enterprise compute environment, SG PR INFOTECH LLP helps translate business and AI workloads into a practical infrastructure plan.
Bring compute, storage, networking and facility readiness into one technical conversation—before committing to equipment.
Discuss your infrastructure
Enterprise & private cloud
Plan compute for business applications, virtualisation and private-cloud environments, with capacity headroom, hardware compatibility and migration dependencies in view.
Compute architecture & capacity plan
Storage & data pipelines
Match storage capacity, throughput and latency to datasets and applications. Plan NVMe tiers, shared storage, backup retention and recovery requirements.
Storage sizing & protection strategy
Network & cluster fabric
Evaluate Ethernet or InfiniBand for GPU clusters, alongside switching, uplinks, network segmentation and separate management connectivity.
Fabric selection & connectivity plan
Data-centre setup planning
Assess rack layouts, power budgets, UPS and PDU needs, cooling approach and cabling. Coordinate site-readiness requirements with facility and implementation specialists.
Rack, power & cooling readiness checklist
Deployment & operational readiness
Define integration, acceptance testing, monitoring, access controls and handover requirements, with backup and recovery objectives agreed before deployment.
Validation plan & operational handover scope
A workload-led engagement
- 01
Discover
Capture applications, model sizes, users, data volumes, budget and site constraints.
- 02
Design
Compare platforms, size the infrastructure and identify facility dependencies.
- 03
Plan
Agree the bill of materials, implementation responsibilities and acceptance criteria.
- 04
Validate
Coordinate workload testing, readiness checks and documentation for handover.
Consulting deliverables, installation responsibilities, software licensing and support terms are agreed per project. Performance, availability and facility certification require project-specific validation.
Accelerated compute
AI and HPC server platforms
High-density GPU systems configured around the platform specifications supplied for demanding data-centre workloads.
AIHPCAI trainingAI inference
HPC/AI Server — Intel® Xeon® 6700/6500-Series — 8U DP NVIDIA HGX™ B300
NVIDIA HGX™ B300
1.8 TB/s GPU-to-GPU bandwidth
12 × 3000 W redundant power supplies
Full specifications +
- 8 × 800 Gb/s OSFP XDR InfiniBand or dual 400 Gb/s Ethernet GPU networking ports via onboard NVIDIA ConnectX®-8 SuperNIC™
- 1.8 TB/s GPU-to-GPU bandwidth with NVIDIA NVLink™ and NVIDIA NVLink™ Switch
- Dual Intel® Xeon® 6700/6500-Series processors
- 8-channel DDR5 RDIMM/MRDIMM per CPU with 32 DIMMs
- Compatible with NVIDIA BlueField®-3 DPUs
- 2 × 10 Gb/s LAN ports via Intel® X710-AT2
- 2 × M.2 slots with PCIe Gen5 x4 and x2
- 8 × 2.5" Gen5 NVMe hot-swap bays
- 4 × FHHL PCIe x16 slots with Gen5 x16 lanes
- 12 × 3000 W 80 PLUS Titanium redundant power supplies
AIHPCAI trainingAI inference
HPC/AI Server — 5th/4th Gen Intel® Xeon® Scalable — 8U DP NVIDIA HGX™ H200
NVIDIA-Certified Systems™
NVIDIA HGX™ H200
900 GB/s GPU-to-GPU bandwidth
Full specifications +
- NVIDIA-Certified Systems™ — Data Center Servers
- NVIDIA HGX™ H200
- 900 GB/s GPU-to-GPU bandwidth with NVIDIA NVLink™ and NVSwitch™
- Dual 5th/4th Gen Intel® Xeon® Scalable processors
- Dual Intel® Xeon® CPU Max Series
- 8-channel DDR5 RDIMM, 32 DIMMs
- Dual ROM architecture
- Compatible with NVIDIA® BlueField®-3 DPUs and NVIDIA ConnectX®-7 NICs
- 2 × 10 Gb/s LAN ports via Intel® X710-AT2
- 2 × M.2 slots with PCIe Gen3 x2 and x1 interface
- 8 × 2.5" Gen5 NVMe/SATA hot-swap bays
- 4 × FHHL dual-slot PCIe Gen5 x16 slots
- 8 × FHHL single-slot PCIe Gen5 x16 slots
AIVisual computingHPCAI trainingAI inference
NVIDIA MGX™ Server — AMD EPYC™ 9005 — 4U DP 8 × NVIDIA RTX PRO™ GPUs
8 × RTX PRO™ 6000 Blackwell GPUs
400 Gb/s InfiniBand/Ethernet
Quad 3200 W redundant supplies
Full specifications +
- NVIDIA RTX PRO™ server with ConnectX®-8 SuperNIC™ switch
- Configured with 8 × NVIDIA RTX PRO™ 6000 Blackwell Server Edition GPUs
- Configured with 1 × NVIDIA® BlueField®-3 DPU
- Onboard 400 Gb/s InfiniBand/Ethernet QSFP ports with PCIe Gen6 switching for peak GPU-to-GPU performance
- Dual AMD EPYC™ 9005 Server processors
- 12-channel DDR5 RDIMM per CPU with 24 DIMMs
- 2 × 10 Gb/s LAN ports via Intel® X710-AT2
- 8 × 2.5" Gen5 NVMe hot-swap bays
- 2 × M.2 slots with PCIe Gen3 x2 and x1
- Quad 3200 W 80 PLUS Titanium redundant power supplies
Enterprise infrastructure
2U rack server configurations
Dense storage, PCIe Gen5 expansion and redundant power options for networking, hybrid cloud, private cloud and GPU-enabled compute.
NetworkingHybrid/private cloud server
Rack Server — Intel® Xeon® 6900E+/6900-Series — 2U DP 24+2-Bay Gen5 NVMe/SATA/SAS-4
24+2 hot-swap bays
PCIe Gen5 expansion
1+1 Titanium power
Full specifications +
- Dual Intel® Xeon® 6900E+/6900-Series processors
- 12-channel DDR5 RDIMM/MRDIMM per CPU with 24 DIMMs
- 2 × 1 Gb/s LAN ports via Intel® I350-AM2
- 24 × 2.5" Gen5 NVMe/SATA/SAS-4 hot-swap bays
- 2 × 2.5" SATA/SAS-4 rear hot-swap bays
- 2 × M.2 slots with PCIe Gen5 x4
- 2 × FHHL dual-slot PCIe x16 slots with Gen5 x16 lanes
- 2 × FHHL single-slot PCIe x16 slots with Gen5 x16 lanes
- 1 × OCP NIC 3.0 PCIe Gen5 x16 slot
- 1+1 2700 W 80 PLUS Titanium redundant power supplies
AIVisual computingHPCNetworkingHybrid/private cloudAI trainingAI inference
Rack Server — 5th/4th Gen Intel® Xeon® Scalable — 2U DP 2 × PCIe Gen5 GPUs
Up to 2 × dual-slot Gen5 GPUs
NVIDIA-Certified Systems™
1+1 2700 W redundant power
Full specifications +
- NVIDIA-Certified Systems™ — Data Center Servers
- Supports up to 2 × dual-slot Gen5 GPUs
- Dual 5th/4th Gen Intel® Xeon® Scalable processors
- Dual Intel® Xeon® CPU Max Series
- 8-channel DDR5 RDIMM, 32 DIMMs
- 2 × 1 Gb/s LAN ports via Intel® I350-AM2
- 4 × 3.5"/2.5" Gen4 NVMe/SATA/SAS hot-swap bays
- 8 × 3.5"/2.5" SATA/SAS hot-swap bays
- 2 × FHFL PCIe Gen5 x16 for GPUs
- 2 × FHHL PCIe Gen5 x16
- 4 × LP PCIe Gen5 x8
- 2 × OCP NIC 3.0 PCIe Gen5 x16
- 1+1 2700 W 80 PLUS Titanium redundant power supplies
Configuration guidance
Specify around the workload.
Final configurations depend on application, model size, throughput, storage, network fabric, rack environment and deployment requirements.
Compute
CPU generation, GPU platform, accelerator count and memory profile.
Storage
NVMe, SATA or SAS media, hot-swap bay count and resilience.
Fabric
Ethernet or InfiniBand throughput, DPU and NIC requirements.
Operations
Power, rack space, cooling, redundancy and platform certification needs.
Enterprise infrastructure enquiry
Discuss your project Plan your next AI server or data-centre project.
Share your workloads, model sizes, capacity targets and site-readiness needs.