GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
RTX 4090 24GB or RTX 5060 Ti 16GB: Big Gap, Big Price Difference
When the cheap Blackwell entry card is enough and when the Ada workhorse pays for itself, with concrete throughput, concurrency, watts-per-token and a 10-workload winner table.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 4090 24GB or RTX 3090 24GB: Decision Guide
Same 24GB VRAM, very different performance and FP8 story. A workload-by-workload winner table for choosing between the Ada AD102 4090…
RTX 4090 24GB NVENC/NVDEC for AI Video Pipelines
How to combine the RTX 4090 24GB's two 8th-generation NVENC encoders, fifth-gen NVDEC and tensor cores in a single AI…
2x RTX 4090 24GB Pairing for Tensor Parallel Inference
Pairing two RTX 4090s for tensor-parallel Llama 70B FP8 inference - VRAM split, 1.6x scaling cap explained, vLLM commands, PCIe…
RTX 4090 24GB Monthly Hosting Cost: Comprehensive Breakdown vs Cloud
Line-by-line breakdown of monthly cost for an RTX 4090 24GB dedicated server, with hidden cloud costs, volume tables, MAU break-even…
RTX 4090 24GB Mixtral Benchmark: 8x7B Fits, 8x22B Does Not
Mixtral 8x7B AWQ runs on a single RTX 4090 24GB at 85 t/s with 14GB of weights and 480 t/s…
RTX 4090 24GB Mistral 7B v0.3 Benchmark: Full Quant Sweep and Llama Comparison
Comprehensive RTX 4090 24GB Mistral 7B v0.3 benchmark - 215 t/s FP8, 240 t/s AWQ-Marlin, 1,260 t/s aggregate at batch…
RTX 4090 24GB for Mistral Small 3 (24B): The Best Mid-Size Dense Model on One Card
Mistral Small 3 24B fits a single RTX 4090 24GB as AWQ INT4 with 32k context, 85 t/s decode, and…
RTX 4090 24GB for Mistral Nemo 12B: 128k Context at FP8 with deep VRAM math
Deep deployment guide for Mistral Nemo 12B on the RTX 4090 24GB - GQA-optimised KV math, full 128k context at…
RTX 4090 24GB for Mistral 7B v0.3: Throughput and Sizing
Production deployment guide for Mistral 7B v0.3 on the RTX 4090 24GB: VRAM math, throughput by batch and quant, sliding…
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