Intelligent Infrastructure Design
for AI

Don't just run AI, build it on a smarter foundation. RAX designs and optimizes AI infrastructure from the ground up — ensuring maximum performance and cost efficiency.

■ RAX AI Infrastructure Optimal Design Process

Intelligent Infrastructure Design Service for AI

Building optimal infrastructure is key in the AI era. RAX provides optimal AI infrastructure that meets performance, cost efficiency, and workload suitability.

■ Optimal GPU Recommendation (Example)

Real-World Validation, Not Just Simulation

RAX goes beyond theoretical models. Every configuration is validated through rigorous testing in a production-grade reference environment, ensuring that your infrastructure is optimized for real-world AI demands

■ TEN's Reference Architecture

■ RAX's Continuous Optimization Cycle

The more RAX learns, the smarter it gets.

By analyzing real-world infrastructure data, RAX continuously improves the accuracy of its AI-driven recommendations—ensuring the best-fit architecture for every workload

■ Performance Monitoring and Proactive Guidance

Real-Time Monitoring and Proactive Optimization Guidance

RAX continuously monitors GPU utilization, memory bandwidth, network latency, and storage performance across your AI environment. It detects bottlenecks with precision and recommends targeted actions—such as GPU scaling or network tuning—to ensure consistent, high-performance AI operations.

AI-Specific Resource Blueprinting

RAX generates precise infrastructure configurations—detailing the optimal setup of GPUs, CPUs, memory, and storage based on the specific requirements of your AI workloads, such as training data volume, model architecture, or framework dependencies. No guesswork, just the right setup for your unique workloads.

■ Inter-Token latency simulation

Delivering LLM services demands ultra-high-speed computing and massive data processing, resulting in significant costs. Optimal infrastructure design tailored to each model's characteristics is critical for efficiency and reliability. RAX empowers customers to build infrastructure optimized for their models, maximizing cost savings and operational efficiency. Our solution ensures peak performance within budget, enhancing LLM service competitiveness and driving success.