LLM Hosting
Deploy large language models on your own hardware. Our LLM hosting guides cover deployment with vLLM, Ollama, and other frameworks on dedicated GPU servers. Run open source LLMs like LLaMA, Mistral, and DeepSeek with full control and no per-token costs.
Speculative Decoding vs Continuous Batching
Comparing speculative decoding and continuous batching for LLM inference optimisation. How each technique improves different metrics, and when to use them together for maximum throughput.
PagedAttention vs Standard KV Cache
Comparing PagedAttention memory management with standard contiguous KV cache allocation for LLM inference. Memory efficiency, throughput gains, and why PagedAttention…
vLLM vs Triton Inference Server: Enterprise Comparison
Enterprise-grade comparison of vLLM and NVIDIA Triton Inference Server for LLM deployment. Multi-model serving, scalability, and integration analysis on dedicated…
ExLlamaV2 vs vLLM: Quantized Model Speed Comparison
Comparing ExLlamaV2 and vLLM for quantized LLM inference speed. EXL2 format performance versus AWQ/GPTQ on dedicated GPU servers with detailed…
LocalAI vs Ollama: OpenAI-Compatible Serving
Comparing LocalAI and Ollama as OpenAI-compatible local AI servers. Feature breadth versus simplicity for drop-in API replacement on dedicated GPU…
SGLang vs vLLM: Next-Gen Inference Comparison
SGLang versus vLLM for next-generation LLM inference. Comparing RadixAttention, structured generation speed, and throughput benchmarks on dedicated GPU servers.
ONNX Runtime vs PyTorch for Inference on GPU
ONNX Runtime versus native PyTorch for GPU inference. Comparing graph optimization, latency, and deployment flexibility for AI model serving on…
Best Open Source LLMs in April 2026 (Updated April 2026)
A ranked guide to the best open-source large language models available in April 2026. Covers LLaMA 3.1, DeepSeek V3, Mistral…
Best LLM Inference Engines in 2026 (Updated April 2026)
A ranked comparison of the best LLM inference engines in 2026. Covers vLLM, TensorRT-LLM, Ollama, llama.cpp, SGLang, and Text Generation…
LLM Temperature & Sampling Config Guide
Configure LLM temperature, top-p, top-k, and repetition penalty for optimal output quality. Covers parameter interactions, use-case presets, and common misconfiguration…
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 ServersOpen Source LLM Hosting
Deploy LLaMA, Mistral, DeepSeek, and more on dedicated hardware with no per-token API fees.
Explore LLM HostingvLLM Hosting
High-throughput LLM inference with vLLM on dedicated GPU servers — PagedAttention, continuous batching.
Deploy vLLMOllama Hosting
The easiest way to run open source LLMs — deploy Ollama on a dedicated GPU server in minutes.
Deploy OllamaCost per Million Tokens
Estimate your LLM inference costs across GPU tiers — interactive calculator with real pricing.
Calculate CostTokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
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Dedicated GPU servers from our UK datacenter. NVMe storage, 1Gbps networking, full root access.
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