Use Cases
Real-world applications of dedicated GPU servers — from AI chatbot hosting and voice agents to image generation and document processing. Learn how teams are using bare-metal GPU infrastructure in production.
RTX 4090 24GB as a Dedicated Fine-Tuning Box: LoRA, QLoRA, Unsloth, Memory Maths
Production playbook for the RTX 4090 24GB as a dedicated fine-tune box: LoRA on 14B FP16, QLoRA on 70B with paged AdamW, Unsloth's 1.7-1.9x uplift, full memory budgets, throughput tables,…
RTX 4090 24GB for Creative Image Generation Studio
A creative studio backend on the RTX 4090 24GB: SDXL, FLUX.1-dev FP8, SD 1.5 + LoRAs and ControlNet pipelines. 12-engineer…
RTX 5060 Ti 16GB for Chatbot Hosting
Host production chatbots on a single RTX 5060 Ti 16GB with Llama 3 8B or Phi-3, prefix caching, and concurrency…
RTX 5060 Ti 16GB for RAG Pipeline
Run a full production RAG pipeline - embeddings, reranker and an 8B LLM - on a single RTX 5060 Ti…
SDXL for Ecommerce Product Images: GPU Sizing, LoRAs and Cost vs Midjourney
A practical guide to using SDXL for ecommerce product photography: batch throughput, LoRA workflows, ControlNet and cost per image versus…
RTX 5060 Ti 16GB for Content Moderation
Self-hosted content moderation on Blackwell 16GB - Llama Guard, Shield, classifiers, and realistic throughput for social platforms.
RTX 5060 Ti 16GB for Content Tagging
Auto-tag blogs, videos and products at 2,400 items per second on Blackwell 16GB using a fine-tuned DeBERTa multi-label classifier.
RTX 5060 Ti 16GB for Customer Support
Self-hosted customer support AI on Blackwell 16GB - RAG over KB, ticket classification, and live chat handoff.
RTX 5060 Ti 16GB for Data Analysis
AI-assisted data analysis on Blackwell 16GB - code interpreter, SQL generation, chart-writing copilot for analysts.
RTX 5060 Ti 16GB for Agent Backend
Host a tool-using LLM agent backend on Blackwell 16GB - Qwen 14B AWQ, function calling, reasoning loops at concrete per-step…
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 ServersAI Chatbot Hosting
Deploy conversational AI on dedicated GPU servers — low latency, full data privacy.
Explore Chatbot HostingVoice Agent Hosting
Build voice AI pipelines — STT + LLM + TTS on a single dedicated GPU server.
Explore Voice HostingImage Generation Hosting
Run Stable Diffusion, Flux.1, and ComfyUI at scale on dedicated GPU hardware.
Explore Image GenOpen 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.
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