Model Guides
Step-by-step setup guides for specific AI models on dedicated GPU servers. From LLM deployment to vision model hosting and speech model hosting, each guide includes configuration, optimisation tips, and GPU recommendations.
SDXL Turbo Self-Hosted Deployment: 1-Step Image Generation
SDXL Turbo generates images in 1-4 sampling steps. Real benchmarks for self-hosted Turbo deployments and when it beats full SDXL.
Self-Hosted DeepSeek R1 Deployment: Reasoning Model on Dedicated GPU
DeepSeek R1 is the open-weight reasoning model. Hardware sizing, deployment recipe, and what reasoning models actually buy you.
Self-Hosted Vision-Language Model Comparison: Qwen-VL, Llama 3.2 Vision, Pixtral
Three leading open-weight VLMs compared on document Q&A, image understanding, and OCR — with hardware sizing for each.
AnimateDiff Self-Hosted Deployment: Stylised AI Animation on Dedicated GPU
AnimateDiff turns Stable Diffusion into a video model via motion modules. Setup, hardware sizing, and the workflows that work on…
Llama 3 70B INT4 on the RTX 4090 24 GB: Does It Fit?
Llama 3.3 70B at AWQ-INT4 needs ~40 GB. RTX 4090 has 24 GB. The honest answer about whether INT3 makes…
Self-Hosted Cohere Aya Expanse Deployment Guide
Aya Expanse is Cohere's open-weight multilingual LLM (100+ languages). Self-hosting recipe, hardware sizing, and the licensing constraint.
Llama 3 VRAM Requirements: 8B, 70B, 405B Across Every Precision
Exactly how much VRAM each Llama 3 variant needs at FP16, FP8, and AWQ-INT4 — including the multi-GPU configurations needed…
Whisper Large-v3-Turbo vs Large-v3: When the Smaller Model Wins
OpenAI Whisper Large-v3-Turbo is a 4x faster distilled variant. Quality, speed, language coverage compared with the full Large-v3.
Self-Hosted TTS Comparison: Bark, XTTS, Kokoro, Piper
Four leading open-weight TTS models compared on quality, speed, voice cloning, and VRAM. Which one for which voice agent.
Maximum LLM Size That Fits the RTX 5060 Ti 16 GB
How big can an LLM be and still fit on a 16 GB GPU? The precise model-size ceiling per quantisation…
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Dedicated GPU Hosting
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Deploy YOLO, PaddleOCR, Stable Diffusion, and other vision models on GPU-accelerated servers.
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Deploy Whisper, Coqui, Bark, and other speech models with low-latency inference.
Explore Speech HostingMultimodal Model Hosting
Vision-language models, audio-language models — deploy multimodal AI on dedicated GPUs.
Explore MultimodalTokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
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