Empirical fio disk IOPS, Ollama/vLLM tokens/sec throughput, and 12-month TCO audits across dedicated NVIDIA GPU servers, unmetered PCIe 4.0 NVMe VPS, turnkey managed cloud, AMD EPYC bare metal, and 64GB Ryzen AI Mini-PCs.
Head-to-head Ollama & vLLM tokens/sec audit comparing Database Mart Dedicated RTX 4090 / A4000 GPU servers against AWS EC2 g5.xlarge (NVIDIA A10G) on Llama-3-8B, 70B, and Qwen-2.5.
Empirical comparison of UltaHost flat-rate unmetered NVMe VPS ($4.80/mo) versus Cloudways managed cloud ($11/mo) across 4K random IOPS, Redis TTFB, and outbound bandwidth economics.
Hardware and 12-month break-even audit comparing a 64GB LPDDR5X Ryzen AI 9 HX 370 Mini-PC with 63Gbps OCuLink eGPU expansion against AWS g5.xlarge rentals.
Single-tenant AMD EPYC bare-metal servers sustaining 112,000 4K read IOPS (0.31ms p99 latency) with 100TB+ free outbound traffic to eliminate AWS egress bills.
