AI Hosting & Infrastructure
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.
On-Prem vs Colocation for AI
On-prem AI infrastructure vs colocation in a third-party datacenter — the trade-offs by org size and risk profile.
Bare Metal vs VM for AI GPU
Bare-metal vs virtualised GPU servers — performance overhead, isolation, ops trade-offs for AI workloads.
AI Team Skills Development
Building AI capability in an existing engineering team — what to learn, in what order, with what resources.
Tenant Onboarding Automation
Multi-tenant SaaS AI — the automated onboarding pipeline for new tenants. From signup to first query.
AI Feature Deprecation Pattern
Sunsetting an AI feature gracefully — user communication, data preservation, replacement migration.
AI Platform Engineering as a Discipline
AI platform engineering is becoming its own discipline in 2026 — what skills it requires and how it differs from…
Prefill / Decode Disaggregation
Splitting prefill and decode onto different GPUs — emerging pattern for high-throughput LLM serving at scale.
Prompt Injection vs Jailbreak: The Distinction
Prompt injection and jailbreaks are different attacks with different defences. Confusing them leads to incomplete protection.
AI Team Handoff Documentation
What documentation do you need so your AI deployment outlives the original engineer? The minimum viable handoff doc.
AI Disaster Recovery Plan
Disaster recovery for self-hosted AI — data, models, configs, infrastructure. RTO / RPO targets and how to hit them.
Explore GPU Hosting Solutions
From the blog to your next deployment — pick the right platform for your workload.
Dedicated GPU Hosting
Bare-metal servers with a dedicated GPU, NVMe, full root access, and 1Gbps networking from our UK datacenter.
Browse GPU ServersPrivate AI Hosting
Isolated GPU infrastructure for sensitive AI workloads — no shared hardware, full data control.
Explore Private AIMulti-GPU Clusters
Scale horizontally with multi-GPU configurations for training and large-model inference.
Explore ClustersAPI Hosting
Host your own AI API endpoints on dedicated GPU servers — low latency, high availability.
Explore API HostingOpen Source LLM Hosting
Deploy LLaMA, Mistral, DeepSeek, and more on dedicated hardware with no per-token API fees.
Explore LLM HostingTokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
View BenchmarksReady to deploy your AI workload?
Dedicated GPU servers from our UK datacenter. NVMe storage, 1Gbps networking, full root access.
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PE7 1XU, England
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