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 Feature Rollout Strategy: Summary
How to safely roll out AI features — the consolidated rollout strategy across feature flags, canary, eval, monitoring.
1,000 Posts on Self-Hosted AI: A Field Guide
Pulling together the dominant patterns for self-hosted AI in 2026. The reference summary for production deployments.
AI + Data Platform Integration
Integrating self-hosted AI with Snowflake / Databricks / BigQuery / dbt — the patterns for data-platform-aligned teams.
Event-Driven Architecture for AI
Async / event-driven patterns for AI — Kafka / Pub/Sub / SQS triggering inference, parallelisation, batching.
AI Microservices vs Monolith
Should the AI tier be a microservice or part of a monolith? The trade-offs depend on team size and integration…
AI Checkpoint Versioning Strategy
Versioning model checkpoints — weights, fine-tunes, LoRA adapters. The discipline that survives audits.
LLM Routing Rules
How to route LLM requests intelligently across multiple backends — cost, quality, latency, fallback. The pattern library.
Multi-Region AI Failover
Active-passive AI failover across regions — warm standby, traffic shifting, data sync. The cost-effective resilience pattern.
Database + Vector Store Hybrid Architecture
Combining traditional database (Postgres, MySQL) with vector store (Qdrant, pgvector) for AI applications. The architecture patterns.
AI Failure Mode Analysis
What can fail in production AI — the catalogue of failure modes, with detection and mitigation for each.
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
GPUAIR © All Rights Reserved.