How much does it cost to scale LLM inference infrastructure using enterprise-grade GPUs and where can I buy the necessary cloud capacity right now?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much does it cost to scale LLM inference infrastructure using enterprise-grade GPUs and where can I buy the necessary cloud capacity right now?
4 real searches · 1 real-search pass
2026 enterprise GPU cloud inference pricing H100 H200 B200 hourly AWS Azure Google Cloud CoreWeave Lambda October 2026Google ↗
OBSERVED
official GPU cloud pricing H100 H200 B200 per hour CoreWeave Lambda Nebius RunPod 2026Google ↗
OBSERVED
AWS EC2 P5 H100 pricing per hour official 2026Google ↗
OBSERVED
Google Cloud A3 H100 GPU pricing official 2026Google ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
2026 enterprise GPU cloud inference pricing H100 H200 B200 hourly AWS Azure Google Cloud CoreWeave Lambda October 2026 Google ↗
official GPU cloud pricing H100 H200 B200 per hour CoreWeave Lambda Nebius RunPod 2026 Google ↗
AWS EC2 P5 H100 pricing per hour official 2026 Google ↗
Google Cloud A3 H100 GPU pricing official 2026 Google ↗
- GPU prices: H100, H200, B200 cost per hour, by cloud · stackpath.ie
- CoreWeave Cloud Pricing · coreweave.com
- Rent Lambda GPU capacity · lambda.ai
- RunPod vs Lambda vs Vast.ai: GPU Pricing 2026 · tech-insider.org
- Nebius AI cloud · nebius.com
- Nebius Hikes AI Cloud Prices 21%, Memory Jumps 41% [2026] · shattered.io
- RunPod GPU cloud · runpod.io
- AWS P5 GPU instances · aws.amazon.com
- Google Cloud GPU pricing · cloud.google.com
- Azure VM pricing · azure.microsoft.com
- Documentation · docs.vllm.ai
- Documentation · docs.sglang.ai
- Documentation · developer.nvidia.com
- Website · kubernetes.io
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 enterprise GPU cloud inference pricing H100 H200 B200 hourly AWS Azure Google Cloud CoreWeave Lambda October 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
official GPU cloud pricing H100 H200 B200 per hour CoreWeave Lambda Nebius RunPod 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
AWS EC2 P5 H100 pricing per hour official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Google Cloud A3 H100 GPU pricing official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |