Tutorials
Hands-on deployment guides for AI frameworks, tools, and pipelines on dedicated GPU servers. Set up PyTorch, TensorFlow, vLLM, and more from scratch — full root access on bare metal.
Migrate from HF Endpoints: Named Entity Recognition
Move NER pipelines from Hugging Face Inference Endpoints to dedicated GPUs for batch-optimised entity extraction, custom entity types, and fixed-cost processing at any volume.
Migrate from OpenAI to Self-Hosted: Function Calling Guide
Replace OpenAI's function calling with self-hosted alternatives using structured output models, maintaining tool-use capabilities while eliminating API dependency.
Migrate from HF Endpoints: Sentiment Analysis
Replace Hugging Face Inference Endpoints for sentiment analysis with self-hosted GPU pipelines, unlocking batch processing, custom sentiment models, and costs…
Migrate from Anthropic to Self-Hosted: Customer Support Guide
Move your Anthropic-powered customer support system to a self-hosted GPU, achieving comparable quality with open-source models while cutting per-conversation costs…
Migrate from Anthropic to Self-Hosted: Document Analysis Guide
Replace your Anthropic-powered document analysis pipeline with a self-hosted GPU setup, processing thousands of PDFs and contracts without per-page API…
Migrate from Anthropic to Self-Hosted: Code Review Guide
Transition your AI-powered code review pipeline from Anthropic's API to a self-hosted model, gaining unlimited reviews and keeping proprietary source…
Migrate from Anthropic to Self-Hosted: Research Assistant Guide
Transition your Anthropic-powered research assistant to self-hosted infrastructure, enabling unlimited queries over proprietary datasets without per-token costs or data privacy…
Migrate from AWS Bedrock to Dedicated GPU: Enterprise Chatbot Guide
Move your enterprise chatbot from AWS Bedrock to a dedicated GPU server, eliminating per-token pricing, AWS lock-in, and the complexity…
LangChain vs LlamaIndex: Which RAG Framework to Choose?
Compare LangChain and LlamaIndex for RAG pipelines, agent workflows, and document QA. Includes GPU requirements, benchmark latency, and practical guidance…
FAISS vs Qdrant vs Weaviate vs ChromaDB: Vector DB Comparison
Compare FAISS, Qdrant, Weaviate, and ChromaDB for vector search workloads. Benchmarks for query speed, scalability, filtering, and GPU requirements on…
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 ServersPyTorch Hosting
GPU-accelerated PyTorch on dedicated servers — CUDA, cuDNN, and NVMe pre-configured.
Deploy PyTorchvLLM Hosting
High-throughput LLM serving with vLLM — deploy on dedicated GPU hardware.
Deploy vLLMOllama Hosting
Run open source LLMs with Ollama — the simplest path to self-hosted AI.
Deploy OllamaOpen 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.