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.
Database Mart's GPU dedicated and SQL Server plans as published in Nov 2026, compared with Cherry Servers, plus how to measure network…
Published NVMe storage specs and prices for Cloudways, UltaHost and Cherry Servers as of Nov 2026, plus fio commands to measure IOPS…
1. Breaking the 24GB VRAM Wall: 64GB LPDDR5X Unified Memory Architecture Standard laptops and Mini-PCs fail as local AI workstations for two…
1. Single-Tenant AMD EPYC Architecture & Terraform Provisioning Velocity Unlike legacy bare-metal hosts that require manual support tickets and 72-hour rack technician…
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.
