GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Self-Hosted AI Cost at 10M Tokens/Month: Full Breakdown
Complete cost breakdown for self-hosting AI at 10M tokens per month — GPU options, model recommendations, and comparison against API pricing for early-stage workloads.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Self-Hosted AI Cost at 100M Tokens/Month: Full Breakdown
Complete cost breakdown for self-hosting AI at 100M tokens per month — GPU configurations, multi-model deployments, and savings vs API…
Self-Hosted RAG Pipeline vs OpenAI Assistants: Cost
Full self-hosted RAG stack on GPU vs OpenAI Assistants API — end-to-end cost comparison including embeddings, vector DB, and LLM…
Self-Hosted Qwen 72B vs Claude Opus: Cost Comparison
Qwen 72B on dedicated GPU servers vs Anthropic Claude Opus API — full cost comparison at scale with break-even analysis,…
Self-Hosted PaddleOCR vs Google Vision API: Cost
PaddleOCR on dedicated GPU vs Google Cloud Vision API — cost comparison for OCR workloads from 1,000 to 10M pages…
Whisper: How Many Audio Streams per GPU?
How many concurrent Whisper audio streams can each GPU handle in real time? Benchmarks for Whisper Large v3, Medium, and…
Voice Agent End-to-End Latency by GPU
End-to-end voice agent latency benchmarks across six GPUs — measuring the full Whisper STT to LLM to TTS pipeline on…
vLLM on RTX 5090: Maximum Throughput Configuration
Configure vLLM on the RTX 5090 for maximum throughput. 32GB GDDR7, 1792 GB/s bandwidth, and Blackwell tensor cores enable FP16…
vLLM on RTX 5080: Blackwell Performance Tuning
How to configure vLLM on the RTX 5080 for maximum throughput. Covers Blackwell-specific optimisations, FP4 inference, GDDR7 tuning, and benchmark…
vLLM on RTX 3090: Setup, Config & Throughput Guide
Step-by-step guide to deploying vLLM on an RTX 3090 dedicated server. Covers installation, configuration tuning, and throughput benchmarks for 7B-34B…
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