GPU Deep Dives
19 guides in this topicEvery GPU Spheron rents gets its own datasheet here: memory bandwidth, tensor core throughput, NVLink generation, and the number that actually matters, how many tokens per second it pushes on a real model. These are reference posts, the kind you bookmark and come back to when you need the exact HBM3e bandwidth on an H200 or the FP4 TFLOPS on a B200 without digging through a vendor PDF.
The cluster spans single-GPU cards (H100, H200, RTX 5090, L40S, L40, RTX 6000 Ada) up to full rack systems (GB200 NVL72), plus the Grace Hopper superchip and early R100 Rubin specs as they become public. Where a benchmark exists, we ran it or cited MLPerf; where NVIDIA hasn't published a number yet, we say so instead of guessing.
The pillar guide, NVIDIA B200 Specs & Benchmarks, is the most complete of the set: full spec table, MLPerf v6.0 throughput against H100, and live rental pricing so the datasheet and the dollar figure sit in one place. Read this cluster when you already know which GPU you want and need the hard numbers to size a cluster, write a proposal, or check a vendor's claims.
Start Here
All GPU Deep Dives Guides

NVIDIA H100 Specs (2026): 80GB HBM3, 3,958 TFLOPS Datasheet
May 20, 2026
NVIDIA RTX 5090 Specs: 32GB GDDR7, 1,792 GB/s, FP4 Tensor
May 20, 2026
NVIDIA R100 Specs: Rubin VRAM, FP4 & Cloud Timeline
May 15, 2026
NVIDIA Parabricks on GPU Cloud: 50x Faster Genomics Pipelines on H100 and B200 (2026 Guide)
May 9, 2026
NVIDIA L40 vs L40S: Inference GPU Comparison, FP8 Performance, and Cloud Pricing (2026)
May 5, 2026
NVIDIA L40S vs A100: Inference Throughput, VRAM, and Cost-Per-Token (2026)
May 4, 2026
RTX 5090 vs RTX 4090 for AI: Benchmarks, VRAM, and Cost Per Million Tokens (2026)
May 3, 2026
NVIDIA RTX 6000 Ada Generation: Specs, AI Performance, and Cloud Pricing Guide (2026)
May 2, 2026
NVIDIA A100 vs H100: Specs, Benchmarks, and Cloud Pricing Guide (2026)
May 1, 2026
MLPerf Inference v6.0 Results Explained: GPU Performance Rankings for AI Workloads (2026)
Apr 11, 2026
NVIDIA Rubin CPX Explained: The Long-Context Inference GPU That Was Replaced (2026 Guide)
Apr 10, 2026
GB200 NVL72 Guide: Rack Specs, Cloud Price From ~$10.50/hr
Mar 22, 2026
NVIDIA L40S for AI Inference: Specs, Benchmarks & Pricing 2026
Mar 16, 2026
RTX PRO 6000 Benchmarks: 30B AWQ, 70B FP8, and Cost Per Million Tokens
Mar 9, 2026
NVIDIA GH200 Grace Hopper Superchip: Architecture and Performance Guide
Jan 25, 2026
H100 vs H200: Specs, FP8 Throughput & Cloud Pricing Compared (2026)
Jan 4, 2026Try It on Real GPUs
The GPUs behind these guides are the ones you can rent here: H100s, H200s, B200s, and more, billed per minute with no contracts and no minimum. Pick one and you are live in under two minutes.


