GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
How to Build an AI Chatbot on a Dedicated GPU Server
A complete architecture guide for building a production AI chatbot on dedicated GPU hardware — covering model selection, RAG pipelines, vLLM serving, and performance tuning.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
GPU Hosting vs API Pricing: When Does Self-Hosting Pay Off?
Break-even analysis for GPU hosting vs API pricing. We calculate exactly when dedicated GPU servers beat OpenAI, Anthropic, and Together.ai…
Cost per 1M Tokens by GPU: Full Breakdown
We calculated the actual cost per million tokens for every GPU tier — from RTX 3090 to RTX 5090 —…
Whisper Real-Time Factor by GPU: Transcription Speed Benchmarks
We benchmarked Whisper tiny through large-v3 across five GPUs measuring real-time factor, throughput in audio hours per hour, and latency…
YOLOv8 FPS by GPU: Real-Time Object Detection Benchmarks
We tested YOLOv8 nano through extra-large across five GPUs to find which delivers real-time object detection FPS on dedicated GPU…
Deploy Stable Diffusion on a Dedicated GPU Server
Step-by-step guide to deploying Stable Diffusion XL and Flux on a dedicated GPU server with ComfyUI or Automatic1111 — including…
RTX 3090 vs RTX 4090 for AI
Table of Contents Overview: Why This Comparison Matters Specs at a Glance LLM Inference Performance Stable Diffusion & Image Generation…
Best GPU for LLM Inference in 2025
We benchmarked 8 GPUs on LLaMA, Mistral, and DeepSeek to find which card delivers the most tokens per second per…
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