Skip to content
10 Providers · Regularly Tracked Pricing · 2026

GPU Procurement Intelligence for Enterprise Teams

Normalize cloud GPU pricing across providers, model your deployment scenario, and build a defensible business case — without needing a dedicated infrastructure analyst.

Book a Free Discovery Call →
Normalize Pricing

10 providers, per-GPU pricing, apples-to-apples. On-demand, spot, and 1-year reserved — all on the same scale, so you can see where you actually stand.

Model Your Scenario

Input your workload — request volume, cluster size, training run, inference throughput — and get a cost and ROI output specific to your situation, not a generic benchmark.

Decide with Data

Generate a shareable business case that compares on-prem vs cloud, hyperscaler vs specialist cloud, and reserved vs on-demand — with the numbers to back the recommendation.

Common Use Cases
Pre-procurement TCO Modeling

Model the full 3-year cost of owning vs renting GPU capacity before committing budget. Factor in hardware depreciation, power, staffing, and cloud equivalent rates.

Run TCO Calculator
Provider Selection

Compare 10 GPU cloud providers on normalized per-GPU pricing, reliability scoring, ecosystem depth, and minimum commitment — side by side in a single table.

Open Pricing Table
Reserved vs On-Demand Breakeven

At your expected utilization rate and workload duration, does a 1-year reservation pay off vs paying on-demand? Get the exact crossover point.

Run Breakeven Analysis
Interactive Analysis Tools

Monthly bill & cost per 1M tokens at your request volume

Model

Requests/day — 10,000

Tokens/request — 500

GPU Utilization — 70%

Filter:19 GPUs
💡

RTX 4090 is cheapest at this scale — saves $5,884/mo ($70,606/yr) vs the most expensive option.

GPUGPUsMonthly CostPer 1M TokensUtilization
Best
RTX 4090
1×$321$2.14
3%
L40S
1×$876$5.84
1%
TPU v5eGCP only · JAX/XLA · Inference optimized
1×$876$5.84
2%
A100 80GB
1×$1,161$7.74
2%
MI250X
1×$1,314$8.76
2%
TPU v6e (Trillium)GCP only · JAX/XLA · Trillium gen
1×$1,438$9.59
2%
Gaudi 3 128GBIntel Developer Cloud · SynapseAI · HL-325L · 128GB HBM2e
1×$1,460$9.73
1%
TPU v4GCP only · JAX/XLA
1×$2,044$13.63
2%
MI300A
1×$2,190$14.60
1%
H100 SXM
1×$2,555$17.03
1%
MI300X
1×$2,913$19.42
1%
TPU v5pGCP only · JAX/XLA
1×$3,066$20.44
2%
H200 SXM
1×$3,285$21.90
1%
MI325X
1×$3,285$21.90
1%
MI350X
1×$3,504$23.36
1%
MI355X
1×$3,650$24.33
1%
B200 SXM
1×$4,745$31.63
1%
TPU v7 (Ironwood)GCP only · JAX/XLA · Ironwood · 9216-chip pods
1×$5,110$34.07
1%
B300 Ultra SXM
1×$6,205$41.37
0%

* NVIDIA/AMD: vLLM FP16 throughput. Google TPU: JAX/JetStream benchmarks (not directly comparable). 730 hrs/month on-demand pricing. H300: estimated specs.

Need a custom analysis?

Walk through your procurement scenario with us — free 30-min call, no pitch.

Book a free 30-min call →