Google will tell you its seventh-generation Ironwood TPU delivers roughly 44% lower total cost of ownership than a comparable GB200 configuration. What Google will not tell you, three months after Ironwood’s general availability, is what it actually costs to rent one. That asymmetry — bold efficiency claims paired with no public price — is the … Read more
For the first time in three GPU generations, AMD is not the company apologizing for its spec sheet. NVIDIA Rubin vs AMD Helios is the first rack-scale matchup where AMD’s flagship — the Instinct MI455X packaged into the Helios rack — actually leads NVIDIA’s Vera Rubin NVL72 on two numbers infrastructure buyers care about: HBM4 … Read more
Finance teams still model GPU cluster TCO 2026 with a 24-month breakeven assumption inherited from 2023 cloud quotes. That spreadsheet is obsolete. OEM bundle discounts, colocation density, and power PPA (power purchase agreement) structures compressed the on-premise payback window for sustained workloads to a band most boards had not priced in—even as cloud spot rates … Read more
The H100 vs A100 debate matters most when you’re paying by the hour for cloud GPU compute. Renting an H100 SXM5 can cost $2.49–3.50/hr, while an A100 80GB runs $1.20–1.99/hr depending on the platform. Is the H100 worth the 50–100% price premium? The answer depends entirely on your workload. H100 vs A100: Specs at a … Read more
If you’re comparing RunPod vs Vast.ai vs Lambda Labs, you’re likely about to spend real money on GPU compute. The right choice depends on your workload, budget, and tolerance for variability. This guide benchmarks all three across the metrics that actually matter for AI and ML developers. RunPod vs Vast.ai vs Lambda Labs: Quick Comparison … Read more
Hourly sticker prices tell you almost nothing about actual GPU spending. Here is what cost per token really looks like across H100, H200, and B200 in 2026.
Last updated: May 2026. This unified memory AI comparison pits NVIDIA DGX Spark, Apple Mac Studio M4 Ultra, OEM AMD Ryzen AI Max+ 395 desktops, and the GMKtec EVO-X2 mini-PC against each other for buyers who want turnkey unified memory—not PCIe GPU surgery. Runtime claims cite dated sources where they exist: community llama.cpp threads (build … Read more