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Executive summary. The best hosting decision is rarely the one with the biggest specs or the lowest monthly price. It is the one that matches your workload to the right failure domain, control plane, and network design. When you evaluate VPS, dedicated servers, colocation, cloud, and GPU infrastructure through that lens, you can reduce downtime […]
Executive Summary. Choosing hosting by product label alone often leads to overpaying, underprovisioning, or creating operational risk. The better approach is to map each workload to the infrastructure layer that fits its real behavior: bursty web apps, steady databases, GPU-accelerated AI systems, and hardware-controlled environments all have different demands. This guide explains how to evaluate […]
Choosing infrastructure for 70B-class language model inference is no longer a simple question of raw GPU speed. For most enterprise teams, the real decision is about memory headroom, context length, batching efficiency, software compatibility, rack power, and the cost of delivering stable tokens per second under production load. This report compares the most relevant accelerators […]