MI300X vs H200 vs RX 7900 XTX vs Tenstorrent n300s with vLLM

As large language models (LLMs) become a foundational part of modern applications, picking the right server for deployment is more important than ever. Whether you're an enterprise scaling up inference, a startup optimizing for cost, or a researcher pushing throughput boundaries. This blog compares two high-profile server setups and two not so high-profile setups which are usually not used as…

ClusterP&L: Empowering GPU Cluster Investors with Real-World Financial Insights

At Eliovp BV, we’ve spent years on the cutting edge of GPU cluster deployment and optimization across Europe. Our team supports leading organizations in AI, finance, and research, architecting, building, and scaling high-performance infrastructure. Over time, our customers, both newcomers and seasoned adopters, repeatedly asked the same question: “Can you help us build a P&L model for our GPU cluster…

Cranking Out Faster Tokens for Fewer Dollars: AMD MI300X vs. NVIDIA H200

Qwen3-32B on Paiton + AMD MI300x vs.NVIDIA H200 1. Introduction “While we’re actively training models for local customers, automating and streamlining critical business processes, we still found time to push our Paiton framework to the limit on Qwen3-32B.” In the competitive realm of LLMs, next-gen hardware like the NVIDIA H200 often steals the headlines. But at a significantly lower price…

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