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 5060 Ti 16 GB for Computer Vision Workloads: YOLO, Segmentation, Classification
How well does the 5060 Ti handle classic CV tasks — YOLOv8/v10, SAM 2, ResNet inference? Real throughput numbers and the workloads that fit.
RTX 5060 Ti 16 GB for YOLO Hosting: Concurrency and Multi-Stream Setup
Hosting multiple YOLO inference streams on a single RTX 5060 Ti — for security camera fleets, retail analytics, and multi-camera…
RTX 5060 Ti 16 GB for Self-Hosted Translation: Models and Throughput
Translation workloads on a 5060 Ti — NLLB, M2M-100, Aya, and large multilingual LLMs. Throughput numbers and which model fits…
RTX 5060 Ti 16 GB as a SaaS RAG Backend
Building a multi-tenant RAG backend on a single RTX 5060 Ti 16 GB. Sizing, isolation, cost-per-tenant, and the limit before…
RTX 5060 Ti 16 GB for Webinar Transcription: Setup, Throughput, Cost
How well does a single RTX 5060 Ti 16 GB transcribe long webinars and conference talks? A practical sizing guide…
RTX 5060 Ti 16 GB as a Coding Assistant Backend: Stack, Sizing and Real Numbers
How well does the RTX 5060 Ti 16 GB host a coding assistant for a small team? DeepSeek-Coder 6.7B, Continue.dev…
RTX 5060 Ti 16 GB as a Chatbot Backend: Sizing for Real-World Traffic
Hosting a customer-facing chatbot on the RTX 5060 Ti 16 GB — model choice, throughput, p99 latency, and the traffic…
RTX 4090 24GB for Multi-Tenant SaaS: LoRA-per-Tenant on a Single Card
Production playbook for serving 8-12 active SaaS tenants from one RTX 4090 24GB with LoRA-per-tenant adapters: memory budget, hot-swap mechanics,…
RTX 4090 24GB for an Academic Research Lab: 70B Inference, 14B Fine-Tunes, Eval Sweeps Without Queues
One RTX 4090 24GB covers 70B AWQ inference, LoRA up to 14B, QLoRA up to 70B and broad eval suites…
RTX 4090 24GB for Self-Hosted Coding Assistant: Qwen Coder 32B AWQ flagship for 5-20 engineers
Self-host Qwen 2.5 Coder 32B AWQ on the RTX 4090 24GB to replace Copilot or Cursor for a 5-20 engineer…
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.
View BenchmarksReady to deploy your AI workload?
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