AI Hosting & Infrastructure
Build production AI infrastructure on dedicated GPU servers. These guides cover networking, storage architecture, scaling strategies, and deployment patterns for running AI workloads on bare metal. From private AI hosting to multi-GPU clusters, learn how to architect GPU infrastructure that scales.
Where CDN caching helps for AI — and where it doesn't. The patterns that work for streaming and structured outputs.
Should your AI API be GraphQL or REST / OpenAI-compatible? The trade-offs and the production default.
The recurring mistakes that AI engineering teams make — and how to avoid them.
The pre-flight checklist for committing to self-hosted AI — team, infrastructure, data, ops.
The pitfalls that catch teams transitioning to self-hosted AI — and how to dodge them.
What teams that have succeeded with self-hosted AI have in common — the patterns worth copying.
Running an RFP for AI hosting / managed inference / platforms — the criteria, the questions, the decision framework.
The recurring questions about self-hosted AI — answered honestly. The reference FAQ.
1,000 posts in: the consolidated lessons from documenting self-hosted AI patterns across 2026. The takeaways.
The reference glossary of self-hosted AI terms in 2026 — from AWQ to vLLM, briefly explained.
From the blog to your next deployment — pick the right platform for your workload.
Bare-metal servers with a dedicated GPU, NVMe, full root access, and 1Gbps networking from our UK datacenter.
Browse GPU ServersIsolated GPU infrastructure for sensitive AI workloads — no shared hardware, full data control.
Explore Private AIScale horizontally with multi-GPU configurations for training and large-model inference.
Explore ClustersHost your own AI API endpoints on dedicated GPU servers — low latency, high availability.
Explore API HostingDeploy LLaMA, Mistral, DeepSeek, and more on dedicated hardware with no per-token API fees.
Explore LLM HostingReal-world tokens per second data across every GPU we offer, tested on popular LLMs.
View BenchmarksDedicated GPU servers from our UK datacenter. NVMe storage, 1Gbps networking, full root access.