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.
Small LLM Local Edge Deployment
Phi-3 / Llama 3.2 1B / Qwen 2.5 0.5B on edge devices — low-VRAM patterns for kiosks, embedded, mobile workstations.
Prompt Injection Defences
Defending production LLMs against prompt injection — instruction hierarchy, input sanitisation, output filtering, dual-LLM patterns.
AI Data Pipeline: Batch vs Stream
Batch vs streaming for AI data pipelines — ingestion, embedding, indexing. When each fits.
AI Output Watermarking and Provenance
Watermarking AI-generated content — statistical methods, content provenance (C2PA), the practical state in 2026.
Self-Hosted AI Time to Value
How quickly does a self-hosted AI deployment deliver value? The realistic timeline from decision to production benefit.
AI MLOps Stack in 2026
What does a modern MLOps stack look like for self-hosted AI in 2026? The components, the integrations, the gaps.
AI Developer Experience in 2026
What good DX looks like for application engineers consuming a self-hosted AI tier. The patterns and the anti-patterns.
Open-Weight LLM Licensing Comparison
Llama, Mistral, Qwen, Gemma, DeepSeek, Phi licences in 2026 — the commercial-use implications side by side.
Observability Stack for AI Inference
The complete observability stack for production AI — metrics, logs, traces, evals. What goes where and how to wire it…
Private AI Supply Chain Security
Securing your AI supply chain — model checkpoint integrity, dependency pinning, container scanning, vulnerability response.
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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