Enterprise AI Inference Infrastructure

NVIDIA HGX H100 & H200 Powered Servers

Professional-grade AI inference and training servers designed for high-net-worth enterprises demanding uncompromising performance and reliability.

Request Quote Learn More

What is an AI Inference Server?

An AI Inference Server is a specialized computing platform designed to execute trained artificial intelligence models in production environments, delivering real-time predictions and decisions at enterprise scale.

Understanding AI Inference

AI Inference represents the operational phase of artificial intelligence where trained models are deployed to make predictions on new data. Unlike training, which requires massive computational resources to learn from datasets, inference focuses on speed, efficiency, and reliability.

When your model is running in production, serving millions of requests daily, every millisecond of latency and every byte of memory matters. This is where specialized inference servers become critical to your business success.

Professional AI inference servers are engineered with three fundamental requirements: ultra-high throughput to handle concurrent requests, minimal token latency for real-time responsiveness, and optimized memory usage for cost-effective scaling.

Critical Inference Requirements

High Throughput: Process thousands of simultaneous requests with consistent performance

Low Token Latency: Sub-millisecond response times for real-time applications

Efficient Memory Usage: Maximized model capacity within available GPU memory

Enterprise Reliability: 99.9% uptime with fault-tolerant architecture

🚀

Production-Ready Performance

Deploy large language models, computer vision systems, and complex AI applications with confidence. Our inference servers deliver the consistent performance required for mission-critical business applications.

Real-Time Responsiveness

Achieve response times measured in microseconds, not milliseconds. Essential for high-frequency trading, autonomous systems, and interactive AI applications where timing is everything.

🔧

Optimized Architecture

Purpose-built hardware configurations that eliminate bottlenecks and maximize computational efficiency. Every component is selected and tuned for inference workloads.

NVIDIA HGX Platform: The Foundation of Enterprise AI

The NVIDIA HGX platform represents the pinnacle of AI computing technology, providing the computational foundation for the world's most demanding AI workloads.

Why NVIDIA HGX Defines Excellence

NVIDIA HGX is not just a GPU platform—it's a complete ecosystem engineered for enterprise AI applications. Built on decades of GPU computing expertise, HGX delivers unparalleled performance density and architectural sophistication.

The HGX platform integrates cutting-edge GPU technology with advanced interconnects, memory systems, and software optimization to create a unified solution that scales from single-node inference to massive distributed training clusters.

For enterprises investing in AI infrastructure, NVIDIA HGX represents the most mature, reliable, and performance-optimized platform available. It's the technology that powers the world's leading AI companies and research institutions.

H100 vs H200: Choosing Your Performance Tier

NVIDIA H100: The proven enterprise standard with 80GB HBM3 memory and exceptional inference performance. Ideal for most production AI workloads with outstanding price-performance ratio.

NVIDIA H200: The next-generation flagship with 141GB HBM3e memory, delivering 40% more capacity and enhanced performance for the most demanding applications.

Both platforms support the full NVIDIA AI software stack, including TensorRT for optimized inference, CUDA for custom applications, and comprehensive enterprise support.

141 GB HBM3e Memory
4.8 TB/s Memory Bandwidth
989 Tensor TFLOPS
900 GB/s NVLink
Configure Your HGX System

Professional Server Configurations

Our curated selection of enterprise-grade servers, each optimized for specific AI workloads and performance requirements.

Supermicro HGX H200 SYS-821GE-TNHR

The ultimate AI inference and training server, featuring NVIDIA's most advanced H200 GPUs with unprecedented memory capacity and computational power. Designed for organizations requiring maximum performance and future-proof scalability.

Form Factor
8U Rack Server Chassis
CPUs
2x Intel Xeon Platinum 8468
GPUs
8x NVIDIA HGX H200 SXM
GPU Memory
141 GB HBM3e per GPU (1.128 TB total)
System Memory
2.0 TB DDR5-4800 ECC
Storage
4x 7.64 TB U.3 NVMe (30.56 TB)
High-Speed Network
8x NVIDIA ConnectX-7 400 Gb/s
Management
Supermicro AOC-STGS-I2T 10 Gb/s

Supermicro HGX H100 SYS-821GE-TNHR

The proven enterprise AI server configuration, offering exceptional performance for both inference and training workloads. The H100 platform provides outstanding price-performance for most production AI applications.

Form Factor
8U Rack Server Chassis
CPUs
2x Intel Xeon Platinum 8480+
GPUs
8x NVIDIA HGX H100 SXM
GPU Memory
80 GB HBM3 per GPU (640 GB total)
System Memory
2.0 TB DDR5-4800 ECC
Storage
8x 7.64 TB U.3 NVMe (61.12 TB)
High-Speed Network
8x NVIDIA ConnectX-7 400 Gb/s
Data Processing Unit
NVIDIA BlueField-2 DPU

Supermicro HGX B200 - Next Generation Platform

The cutting-edge B200 platform represents the future of AI computing, delivering unprecedented performance and memory capacity for the most demanding AI workloads and research applications.

Form Factor
10U Rack Server Chassis
CPUs
2x AMD EPYC 9005/9004 Series
GPUs
8x NVIDIA HGX SXM B200
GPU Memory
180 GB HBM3e per GPU (1.44 TB total)
System Memory
Up to 6.0 TB DDR5-6400 ECC
Network
2x 10 Gb/s RJ-45 (Intel X710)
Expansion
8x PCIe 5.0 x16 (LP), 2x PCIe 5.0 x16 (FHHL)
Storage
8x PCIe 5.0 NVMe U.2, 2x 2.5" SATA Hot-Swap

Performance Measurement Standards

Our servers are evaluated using industry-standard metrics that directly correlate to real-world AI performance:

Training Performance: Measured in samples per second, time-to-convergence, and distributed scaling efficiency

Inference Performance: Evaluated by throughput (tokens/requests per second), first-token latency, and memory utilization efficiency

Get Custom Configuration

AI Training vs AI Inference: Understanding the Distinction

🎯

AI Training Servers

Purpose: Model development and learning from data

Requirements: Maximum GPU count (hundreds of units), high-speed GPU-to-GPU interconnects, massive memory capacity

Workload Pattern: Batch processing, gradient computation, parameter synchronization across distributed systems

Performance Focus: Raw computational throughput, memory bandwidth, network fabric efficiency

Use Case: Developing foundation models, fine-tuning, research and development

🚀

AI Inference Servers

Purpose: Production deployment of trained models

Requirements: Low latency, high concurrent throughput, efficient memory usage, reliability

Workload Pattern: Real-time request processing, streaming data, interactive applications

Performance Focus: Response time, requests per second, cost per inference, uptime

Use Case: Production AI applications, customer-facing services, real-time decision systems

🏗️

Enterprise Architecture

Our servers are built on proven enterprise platforms with redundancy, monitoring, and management capabilities required for mission-critical AI deployments. Supermicro's engineering excellence combined with NVIDIA's AI leadership.

🔬

Cutting-Edge Technology

Access the latest GPU architectures, memory technologies, and interconnect standards. HBM3e memory, PCIe 5.0, 400 Gb/s networking, and advanced cooling ensure your infrastructure stays ahead of the curve.

📈

Scalable Investment

Start with single-node deployments and scale to multi-rack clusters. Our infrastructure is designed to grow with your AI initiatives, protecting your investment as requirements evolve.

Optimized Performance

Every component is selected and configured for AI workloads. From CPU selection to memory configuration, storage optimization to network topology—everything is tuned for maximum AI performance.

🛡️

Enterprise Support

Comprehensive support from initial consultation through deployment and ongoing operations. Our team understands both the hardware and the AI software stack to provide complete solutions.

💼

Investment Grade Quality

Built for organizations that demand the highest levels of performance, reliability, and longevity. These systems are designed for 24/7 operation in demanding enterprise environments.

Why Inference-Server.com?

We specialize in enterprise-grade AI infrastructure for organizations that cannot compromise on performance, reliability, or support quality.

Uncompromising Performance Standards

Our AI inference servers are engineered for organizations where performance directly impacts business outcomes. Whether you're running real-time recommendation engines serving millions of users, autonomous vehicle perception systems, or high-frequency trading algorithms, our infrastructure delivers the consistent, low-latency performance your applications demand.

We understand that in production AI environments, milliseconds matter. Our servers are optimized at every level—from hardware selection and firmware tuning to software stack optimization—to eliminate performance bottlenecks and ensure predictable response times under load.

Enterprise-Grade Reliability

Built for 24/7 operation in mission-critical environments, our servers feature enterprise-grade components, redundant power supplies, advanced thermal management, and comprehensive monitoring capabilities. Every system is thoroughly tested and validated before delivery.

We provide complete lifecycle support, from initial consultation and custom configuration through deployment, optimization, and ongoing maintenance. Our team combines deep hardware expertise with extensive AI software knowledge to deliver complete solutions.

NVIDIA Partnership Excellence

As NVIDIA partners, we provide access to the complete ecosystem of AI technologies, from hardware platforms to software optimization tools and enterprise support services.

Discuss Your Requirements

Get In Touch

Connect with our AI infrastructure specialists to discuss your specific requirements and receive customized recommendations.

✉️

Email Contact

Reach out to our team for detailed consultation on your AI infrastructure needs.

[email protected]
🏢

Enterprise Sales

Specialized consultation for complex deployments, custom configurations, and volume pricing solutions.

Enterprise Inquiry
🔧

Technical Support

Comprehensive pre-sales consultation and post-deployment optimization services for your AI infrastructure.

Technical Inquiry

Ready to Deploy Enterprise AI?

Our specialists are available to discuss your specific requirements, provide custom configurations, and deliver enterprise-grade AI infrastructure solutions.

Start Consultation