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.
Workload Isolation for Multi-Tenant GPU
Running multiple tenants on the same GPU — process isolation, MIG / MPS, security trade-offs.
Cold Storage for Historical LLM Logs
Tiered storage for AI inference logs — hot 30 days, warm 1 year, cold 7 years. The cost-efficient retention pattern.
Inference Graceful Degradation
When the AI tier is overloaded or degraded — graceful fallback patterns instead of 500 errors.
Scheduled Batch vs Real-Time LLM Workloads
Different LLM workload shapes need different infrastructure. Real-time chatbot vs nightly batch summarisation are different problems.
AI Platform Build vs Buy in 2026
When to build your own internal AI platform vs using off-the-shelf platforms (Databricks Mosaic, Vertex AI, SageMaker).
Multi-Region AI Deployment Patterns
Deploying AI across UK / EU / US regions for latency, residency, redundancy. The patterns that work and the ones…
AI On-Call Rotation
On-call practices for production AI — what alerts to wake people for, how to rotate, what runbooks to write.
Capacity Planning for AI Inference
Capacity planning for self-hosted LLM inference — concurrent users, peak load, headroom, scaling triggers.
Red-Teaming a Self-Hosted LLM
Adversarial testing for production LLM deployments. Prompt injection, data leakage, jailbreaks, output manipulation.
Setting AI Performance Budgets
Defining and enforcing performance budgets for AI features — TTFT, TPOT, end-to-end latency, cost-per-request.
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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