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.
AI Incident Response Runbook
When your self-hosted AI breaks in production — the runbook for diagnosis, mitigation, and recovery.
Model Deprecation Strategy for Self-Hosted
When and how to retire an old model from production. Sunset timeline, migration support, eval bridging.
AI Team Roles in 2026
Who do you actually need on a team running self-hosted production AI? The roles that matter and the ones that…
Docker vs Bare-Metal for AI Inference: When the Container Tax Matters
Docker is convenient. For GPU AI workloads it sometimes leaves performance on the table. Here is when bare-metal wins and…
GDPR-Compliant AI Hosting on Dedicated GPUs: Architecture, Controls and What Auditors Want
How to architect a GDPR-compliant AI inference deployment on dedicated UK GPU servers. Lawful basis, DPIAs, data flows, and the…
AI Deployment Scaling Roadmap: From MVP to Production to Enterprise
How a self-hosted AI deployment evolves from MVP through production to enterprise scale. Hardware, architecture, and operational milestones at each…
Dedicated GPU vs Cloud GPU: Pros and Cons for AI Workloads
Bare-metal dedicated GPU vs hyperscaler cloud GPU instances — concrete pros and cons across cost, latency, ops, and capability.
NVIDIA Tensor Cores Explained: 3rd, 4th, 5th Generation
What tensor cores actually do, how they evolved across Ampere / Ada / Blackwell, and why FP8 / FP4 hardware…
Customer Data Flow in Self-Hosted AI: Where Prompts Actually Go
A precise walk-through of where customer prompts travel in a self-hosted AI deployment — and where they don't.
Self-Hosted AI Team Roles: Who Does What
What team composition makes a self-hosted AI deployment work — ML engineer, infrastructure engineer, on-call rotation. Realistic for small teams.
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.
65 Victory Avenue
PE7 1XU, England
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