GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
GPU Power During AI Inference by Model
Measuring GPU power consumption during AI inference across model sizes and GPU types. Wattage under load, idle power draw, and energy cost analysis for production LLM serving.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
vLLM vs Ollama at 1/10/50/100 Users
Benchmarking vLLM and Ollama throughput at 1, 10, 50, and 100 concurrent users. How continuous batching and PagedAttention in vLLM…
Multi-Model Serving: 2-4 Models on One GPU
Benchmarking 2, 3, and 4 models running simultaneously on a single GPU. VRAM allocation, throughput impact, and practical limits for…
Model Loading Time by GPU and Storage
Benchmarking LLM loading times across GPU models, storage types, and model sizes. How NVMe, SATA SSD, and HDD affect cold…
LoRA Fine-Tuning Speed by GPU
Benchmarking LoRA and QLoRA fine-tuning speed across GPU models for popular LLM sizes. Training throughput, memory usage, and time-to-completion for…
Embedding Speed: GPU vs CPU Benchmark
Benchmarking text embedding generation speed on GPU versus CPU across popular embedding models. Throughput, latency, and cost analysis for deciding…
Document Processing Throughput by GPU
Benchmarking document processing throughput across GPU models. PDF extraction, OCR, chunking, embedding, and indexing speed for enterprise document pipelines on…
Code Completion Latency by GPU and Model
Benchmarking code completion latency across GPU models and coding-optimised LLMs. Measuring inline completion, function generation, and multi-file context performance for…
Build an AI Competitor Monitoring System on GPU
Build an AI competitor monitoring system on a dedicated GPU server that tracks pricing changes, product launches, messaging shifts, and…
Build a Shopify AI Product Description Generator on GPU
Step-by-step guide to building an AI-powered Shopify product description generator on a dedicated GPU server. Automate compelling copy at scale…
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