GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
How Much VRAM Do You Actually Need? (Cost Optimisation Guide)
Stop overpaying for GPU memory. This guide shows exactly how much VRAM each AI model needs and how to choose the cheapest GPU configuration that handles your workload.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Claude API vs Dedicated GPU Hosting: Full Cost Breakdown
Anthropic's Claude API is powerful but expensive at scale. We compare exact costs against self-hosting open-source alternatives on dedicated GPU…
Cost to Build an AI Chatbot: API vs Dedicated GPU
Complete cost analysis for building an AI chatbot. Compare API-based chatbot costs against self-hosted models on dedicated GPU servers at…
GPU Hosting ROI: How Fast Does Self-Hosting Pay for Itself?
Calculate the exact ROI and payback period for switching from AI APIs to dedicated GPU hosting. Real scenarios with monthly…
How Much Does It Cost to Run an AI Coding Assistant?
Full cost analysis for running an AI coding assistant. Compare GitHub Copilot, ChatGPT, and API costs against self-hosted code models…
How Much Does AI Video Generation Cost on a GPU Server?
Full cost breakdown for AI video generation on dedicated GPU servers. Compare RunwayML, Pika, and Sora API costs against self-hosted…
Cost per 1M Tokens: Phi-3 by GPU (Full Breakdown)
Exact cost per 1M tokens for Microsoft Phi-3 models across every GPU. The most cost-effective small language model for production…
Cost per 1M Tokens: Qwen by GPU (Full Breakdown)
Exact cost per 1M tokens for Qwen 2.5 models across every GPU option. Complete breakdown for 7B, 14B, 32B, and…
Cost per 1M Tokens: Mistral by GPU (Full Breakdown)
Exact cost per 1M tokens for Mistral 7B, Mixtral 8x7B, and Mistral Large across every GPU configuration. Find your optimal…
Cost per 1M Tokens: DeepSeek by GPU (Full Breakdown)
Exact cost per 1M tokens for DeepSeek models across every GPU option. Find the most cost-effective way to self-host DeepSeek…
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