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     "min": 3.4,
     "max": 4.42,
     "best_sku": "Standard_ND96asr_v4",
     "best_region": "eastus",
     "n_skus": 1,
     "n_regions": 5,
     "sample_size": 5
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   ],
   "regional": {
    "APAC": {
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    "EU": {
     "hyperscaler": 4.42
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    "LATAM": {
     "hyperscaler": 4.44
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    "NA": {
     "hyperscaler": 3.48
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   }
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   "memory_gb": 48,
   "bandwidth_tbps": 0.86,
   "bf16_dense_tflops": 362,
   "headline": true,
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     "change_7d": -0.01,
     "change_30d": null
    },
    "hyperscaler": {
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     "n_providers": 2,
     "change_7d": 0.0,
     "change_30d": null
    },
    "neocloud": {
     "value": 1.5,
     "n_providers": 3,
     "change_7d": 0.0,
     "change_30d": null
    },
    "marketplace": {
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     "n_providers": 2,
     "change_7d": -0.12,
     "change_30d": null
    },
    "spot": {
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    }
   },
   "hyperscaler_premium": 1.07,
   "usd_per_pflop_hour": 4.14,
   "usd_per_gb_hour": 0.03125,
   "providers": [
    {
     "provider": "Vast.ai",
     "source": "vast",
     "segment": "marketplace",
     "median": 0.6,
     "min": 0.6,
     "max": 0.6,
     "best_sku": "median-offer",
     "best_region": "global",
     "n_skus": 1,
     "n_regions": 1,
     "sample_size": 31
    },
    {
     "provider": "RunPod Community Cloud",
     "source": "runpod",
     "segment": "marketplace",
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     "min": 0.79,
     "max": 0.79,
     "best_sku": "NVIDIA L40S",
     "best_region": "global",
     "n_skus": 1,
     "n_regions": 1,
     "sample_size": 1
    },
    {
     "provider": "RunPod Secure Cloud",
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     "segment": "neocloud",
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     "min": 1.09,
     "max": 1.09,
     "best_sku": "NVIDIA L40S",
     "best_region": "global",
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     "n_regions": 1,
     "sample_size": 1
    },
    {
     "provider": "Crusoe",
     "source": "crusoe",
     "segment": "neocloud",
     "median": 1.5,
     "min": 1.5,
     "max": 1.5,
     "best_sku": "NVIDIA L40S 48GB ",
     "best_region": "global",
     "n_skus": 1,
     "n_regions": 1,
     "sample_size": 1
    },
    {
     "provider": "CoreWeave",
     "source": "coreweave",
     "segment": "neocloud",
     "median": 2.25,
     "min": 2.25,
     "max": 2.25,
     "best_sku": "nvidia-l40s",
     "best_region": "global",
     "n_skus": 1,
     "n_regions": 1,
     "sample_size": 1
    },
    {
     "provider": "AWS",
     "source": "aws",
     "segment": "hyperscaler",
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     "min": 1.86,
     "max": 5.46,
     "best_sku": "g6e.xlarge",
     "best_region": "us-east-1",
     "n_skus": 3,
     "n_regions": 5,
     "sample_size": 15
    },
    {
     "provider": "Oracle Cloud",
     "source": "oracle",
     "segment": "hyperscaler",
     "median": 3.5,
     "min": 3.5,
     "max": 3.5,
     "best_sku": "BM.GPU.L40S.4",
     "best_region": "global",
     "n_skus": 1,
     "n_regions": 1,
     "sample_size": 1
    }
   ],
   "regional": {
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    },
    "NA": {
     "hyperscaler": 2.62
    }
   },
   "own_defaults": {
    "capex_per_server_usd": 90000,
    "server_kw": 4.5,
    "depreciation_years": 5.0,
    "cost_of_capital": 0.08,
    "pue": 1.3,
    "power_usd_per_kwh": 0.08,
    "colo_usd_per_kw_month": 150.0,
    "ops_pct_per_year": 0.08,
    "idle_power_fraction": 0.35
   }
  }
 ],
 "generated_at": "2026-10-06T13:20:07+00:00",
 "sources": [
  {
   "id": "azure",
   "name": "Microsoft Azure",
   "homepage": "https://azure.microsoft.com/pricing/details/virtual-machines/linux/",
   "terms": "Public Retail Prices API, documented for unauthenticated programmatic use."
  },
  {
   "id": "aws",
   "name": "AWS",
   "homepage": "https://aws.amazon.com/ec2/pricing/on-demand/",
   "terms": "Public list prices published on aws.amazon.com; fetched once per day."
  },
  {
   "id": "gcp",
   "name": "Google Cloud",
   "homepage": "https://cloud.google.com/products/compute/pricing/accelerator-optimized",
   "terms": "Public pricing page; Google's terms restrict automated access only where it violates robots.txt, which allows this page. One request per day."
  },
  {
   "id": "oracle",
   "name": "Oracle Cloud",
   "homepage": "https://www.oracle.com/cloud/compute/gpu/pricing/",
   "terms": "Public price-list API that Oracle documents for cost estimation; no key required."
  },
  {
   "id": "coreweave",
   "name": "CoreWeave",
   "homepage": "https://www.coreweave.com/pricing",
   "terms": "Public pricing page; robots.txt allows it and the terms of service have no crawling restriction. One request per day."
  },
  {
   "id": "nebius",
   "name": "Nebius",
   "homepage": "https://nebius.com/prices",
   "terms": "Public price list; robots.txt allows it and the terms of use have no crawling restriction. One request per day."
  },
  {
   "id": "crusoe",
   "name": "Crusoe",
   "homepage": "https://crusoe.ai/cloud/pricing",
   "terms": "Public pricing page; robots.txt allows it and the legal terms have no crawling restriction. One request per day."
  },
  {
   "id": "lambda",
   "name": "Lambda",
   "homepage": "https://lambda.ai/pricing",
   "terms": "Public pricing page; Lambda's terms allow rate-limited crawling (1 request/day)."
  },
  {
   "id": "hyperstack",
   "name": "Hyperstack",
   "homepage": "https://www.hyperstack.cloud/gpu-pricing",
   "terms": "Public pricing page; robots.txt allows it and the terms and conditions have no crawling restriction. One request per day."
  },
  {
   "id": "runpod",
   "name": "RunPod",
   "homepage": "https://www.runpod.io/pricing",
   "terms": "Public GraphQL API; the gpuTypes query requires no API key."
  },
  {
   "id": "vast",
   "name": "Vast.ai",
   "homepage": "https://vast.ai/pricing",
   "terms": "Public offer-search API used by the Vast.ai console; no key required."
  }
 ]
}