{
 "retrieved": "2026-11-09",
 "vendor_pair_held": {
  "low_vendor": "RunPod (Community)",
  "high_vendor": "AWS",
  "groups": [
   {
    "group": "H100 SXM 80GB",
    "low_vendor": "RunPod (Community)",
    "low": 2.69,
    "high_vendor": "AWS",
    "high": 6.88,
    "spread": 2.56
   },
   {
    "group": "A100 SXM 80GB",
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    "low": 1.39,
    "high_vendor": "AWS",
    "high": 3.4309,
    "spread": 2.47
   }
  ]
 },
 "hours_per_month": 730,
 "headline_group": "H100 SXM 80GB",
 "headline": {
  "gpu": "H100 SXM",
  "memory_gb": 80,
  "cheapest_vendor": "RunPod (Community)",
  "cheapest": 2.69,
  "dearest_vendor": "Azure",
  "dearest": 12.29,
  "spread": 4.57,
  "gap_per_hour": 9.6,
  "companies": [
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   "Azure",
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  ],
  "n_companies": 3,
  "month_cheap": 1964,
  "month_dear": 8972,
  "month_gap": 7008,
  "n_offers": 4
 },
 "groups": {
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   "memory_gb": 40,
   "n_offers": 3,
   "rows": [
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    },
    {
     "vendor": "Azure",
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    }
   ],
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   ],
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   ],
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    "effective": "current",
    "kind": "hyperscaler"
   },
   "spread": 1.24,
   "gap_per_hour": 0.65
  },
  "A100 SXM 80GB": {
   "gpu": "A100 SXM",
   "memory_gb": 80,
   "n_offers": 4,
   "rows": [
    {
     "vendor": "RunPod (Community)",
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     "mem": 80,
     "n": 1,
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    },
    {
     "vendor": "RunPod (Secure)",
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     "mem": 80,
     "n": 1,
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     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "Lambda",
     "label": "Lambda",
     "gpu": "A100 SXM",
     "mem": 80,
     "n": 1,
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     "effective": "2026-11-16",
     "kind": "neocloud"
    },
    {
     "vendor": "AWS",
     "label": "p4de.24xlarge",
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    }
   ],
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   "per_vendor": [
    {
     "vendor": "RunPod (Community)",
     "label": "RunPod (Community)",
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    },
    {
     "vendor": "RunPod (Secure)",
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     "n": 1,
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     "effective": "current",
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    },
    {
     "vendor": "AWS",
     "label": "p4de.24xlarge",
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     "mem": 80,
     "n": 8,
     "usd": 3.4309,
     "effective": "current",
     "kind": "hyperscaler"
    }
   ],
   "companies": [
    "AWS",
    "RunPod"
   ],
   "cheapest": {
    "vendor": "RunPod (Community)",
    "label": "RunPod (Community)",
    "gpu": "A100 SXM",
    "mem": 80,
    "n": 1,
    "usd": 1.39,
    "effective": "current",
    "kind": "neocloud"
   },
   "dearest": {
    "vendor": "AWS",
    "label": "p4de.24xlarge",
    "gpu": "A100 SXM",
    "mem": 80,
    "n": 8,
    "usd": 3.4309,
    "effective": "current",
    "kind": "hyperscaler"
   },
   "spread": 2.47,
   "gap_per_hour": 2.04
  },
  "H100 SXM 80GB": {
   "gpu": "H100 SXM",
   "memory_gb": 80,
   "n_offers": 5,
   "rows": [
    {
     "vendor": "RunPod (Community)",
     "label": "RunPod (Community)",
     "gpu": "H100 SXM",
     "mem": 80,
     "n": 1,
     "usd": 2.69,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "RunPod (Secure)",
     "label": "RunPod (Secure)",
     "gpu": "H100 SXM",
     "mem": 80,
     "n": 1,
     "usd": 3.99,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "Lambda",
     "label": "Lambda",
     "gpu": "H100 SXM",
     "mem": 80,
     "n": 1,
     "usd": 4.59,
     "effective": "2026-11-16",
     "kind": "neocloud"
    },
    {
     "vendor": "AWS",
     "label": "p5.48xlarge",
     "gpu": "H100 SXM",
     "mem": 80,
     "n": 8,
     "usd": 6.88,
     "effective": "current",
     "kind": "hyperscaler"
    },
    {
     "vendor": "Azure",
     "label": "Standard_ND96isr_H100_v5",
     "gpu": "H100 SXM",
     "mem": 80,
     "n": 8,
     "usd": 12.29,
     "effective": "current",
     "kind": "hyperscaler"
    }
   ],
   "n_current": 4,
   "per_vendor": [
    {
     "vendor": "RunPod (Community)",
     "label": "RunPod (Community)",
     "gpu": "H100 SXM",
     "mem": 80,
     "n": 1,
     "usd": 2.69,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "RunPod (Secure)",
     "label": "RunPod (Secure)",
     "gpu": "H100 SXM",
     "mem": 80,
     "n": 1,
     "usd": 3.99,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "AWS",
     "label": "p5.48xlarge",
     "gpu": "H100 SXM",
     "mem": 80,
     "n": 8,
     "usd": 6.88,
     "effective": "current",
     "kind": "hyperscaler"
    },
    {
     "vendor": "Azure",
     "label": "Standard_ND96isr_H100_v5",
     "gpu": "H100 SXM",
     "mem": 80,
     "n": 8,
     "usd": 12.29,
     "effective": "current",
     "kind": "hyperscaler"
    }
   ],
   "companies": [
    "AWS",
    "Azure",
    "RunPod"
   ],
   "cheapest": {
    "vendor": "RunPod (Community)",
    "label": "RunPod (Community)",
    "gpu": "H100 SXM",
    "mem": 80,
    "n": 1,
    "usd": 2.69,
    "effective": "current",
    "kind": "neocloud"
   },
   "dearest": {
    "vendor": "Azure",
    "label": "Standard_ND96isr_H100_v5",
    "gpu": "H100 SXM",
    "mem": 80,
    "n": 8,
    "usd": 12.29,
    "effective": "current",
    "kind": "hyperscaler"
   },
   "spread": 4.57,
   "gap_per_hour": 9.6
  },
  "A100 PCIe 80GB": {
   "gpu": "A100 PCIe",
   "memory_gb": 80,
   "n_offers": 5,
   "rows": [
    {
     "vendor": "RunPod (Community)",
     "label": "RunPod (Community)",
     "gpu": "A100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 1.19,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "RunPod (Secure)",
     "label": "RunPod (Secure)",
     "gpu": "A100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 1.79,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "Azure",
     "label": "Standard_NC24ads_A100_v4",
     "gpu": "A100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 3.673,
     "effective": "current",
     "kind": "hyperscaler"
    },
    {
     "vendor": "Azure",
     "label": "Standard_NC48ads_A100_v4",
     "gpu": "A100 PCIe",
     "mem": 80,
     "n": 2,
     "usd": 4.777,
     "effective": "current",
     "kind": "hyperscaler"
    },
    {
     "vendor": "Azure",
     "label": "Standard_NC96ads_A100_v4",
     "gpu": "A100 PCIe",
     "mem": 80,
     "n": 4,
     "usd": 4.777,
     "effective": "current",
     "kind": "hyperscaler"
    }
   ],
   "n_current": 5,
   "per_vendor": [
    {
     "vendor": "RunPod (Community)",
     "label": "RunPod (Community)",
     "gpu": "A100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 1.19,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "RunPod (Secure)",
     "label": "RunPod (Secure)",
     "gpu": "A100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 1.79,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "Azure",
     "label": "Standard_NC24ads_A100_v4",
     "gpu": "A100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 3.673,
     "effective": "current",
     "kind": "hyperscaler"
    }
   ],
   "companies": [
    "Azure",
    "RunPod"
   ],
   "cheapest": {
    "vendor": "RunPod (Community)",
    "label": "RunPod (Community)",
    "gpu": "A100 PCIe",
    "mem": 80,
    "n": 1,
    "usd": 1.19,
    "effective": "current",
    "kind": "neocloud"
   },
   "dearest": {
    "vendor": "Azure",
    "label": "Standard_NC24ads_A100_v4",
    "gpu": "A100 PCIe",
    "mem": 80,
    "n": 1,
    "usd": 3.673,
    "effective": "current",
    "kind": "hyperscaler"
   },
   "spread": 3.09,
   "gap_per_hour": 2.48
  },
  "H100 NVL 94GB": {
   "gpu": "H100 NVL",
   "memory_gb": 94,
   "n_offers": 4,
   "rows": [
    {
     "vendor": "RunPod (Community)",
     "label": "RunPod (Community)",
     "gpu": "H100 NVL",
     "mem": 94,
     "n": 1,
     "usd": 2.59,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "RunPod (Secure)",
     "label": "RunPod (Secure)",
     "gpu": "H100 NVL",
     "mem": 94,
     "n": 1,
     "usd": 3.19,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "Azure",
     "label": "Standard_NC40ads_H100_v5",
     "gpu": "H100 NVL",
     "mem": 94,
     "n": 1,
     "usd": 6.98,
     "effective": "current",
     "kind": "hyperscaler"
    },
    {
     "vendor": "Azure",
     "label": "Standard_NC80adis_H100_v5",
     "gpu": "H100 NVL",
     "mem": 94,
     "n": 2,
     "usd": 8.82,
     "effective": "current",
     "kind": "hyperscaler"
    }
   ],
   "n_current": 4,
   "per_vendor": [
    {
     "vendor": "RunPod (Community)",
     "label": "RunPod (Community)",
     "gpu": "H100 NVL",
     "mem": 94,
     "n": 1,
     "usd": 2.59,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "RunPod (Secure)",
     "label": "RunPod (Secure)",
     "gpu": "H100 NVL",
     "mem": 94,
     "n": 1,
     "usd": 3.19,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "Azure",
     "label": "Standard_NC40ads_H100_v5",
     "gpu": "H100 NVL",
     "mem": 94,
     "n": 1,
     "usd": 6.98,
     "effective": "current",
     "kind": "hyperscaler"
    }
   ],
   "companies": [
    "Azure",
    "RunPod"
   ],
   "cheapest": {
    "vendor": "RunPod (Community)",
    "label": "RunPod (Community)",
    "gpu": "H100 NVL",
    "mem": 94,
    "n": 1,
    "usd": 2.59,
    "effective": "current",
    "kind": "neocloud"
   },
   "dearest": {
    "vendor": "Azure",
    "label": "Standard_NC40ads_H100_v5",
    "gpu": "H100 NVL",
    "mem": 94,
    "n": 1,
    "usd": 6.98,
    "effective": "current",
    "kind": "hyperscaler"
   },
   "spread": 2.69,
   "gap_per_hour": 4.39
  },
  "H100 PCIe 80GB": {
   "gpu": "H100 PCIe",
   "memory_gb": 80,
   "n_offers": 3,
   "rows": [
    {
     "vendor": "RunPod (Community)",
     "label": "RunPod (Community)",
     "gpu": "H100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 1.99,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "RunPod (Secure)",
     "label": "RunPod (Secure)",
     "gpu": "H100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 2.89,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "Lambda",
     "label": "Lambda",
     "gpu": "H100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 3.79,
     "effective": "2026-11-16",
     "kind": "neocloud"
    }
   ],
   "n_current": 2,
   "per_vendor": [
    {
     "vendor": "RunPod (Community)",
     "label": "RunPod (Community)",
     "gpu": "H100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 1.99,
     "effective": "current",
     "kind": "neocloud"
    },
    {
     "vendor": "RunPod (Secure)",
     "label": "RunPod (Secure)",
     "gpu": "H100 PCIe",
     "mem": 80,
     "n": 1,
     "usd": 2.89,
     "effective": "current",
     "kind": "neocloud"
    }
   ],
   "companies": [
    "RunPod"
   ],
   "cheapest": {
    "vendor": "RunPod (Community)",
    "label": "RunPod (Community)",
    "gpu": "H100 PCIe",
    "mem": 80,
    "n": 1,
    "usd": 1.99,
    "effective": "current",
    "kind": "neocloud"
   },
   "dearest": {
    "vendor": "RunPod (Secure)",
    "label": "RunPod (Secure)",
    "gpu": "H100 PCIe",
    "mem": 80,
    "n": 1,
    "usd": 2.89,
    "effective": "current",
    "kind": "neocloud"
   },
   "spread": 1.45,
   "gap_per_hour": 0.9
  }
 },
 "sources": {
  "aws_prices": "AWS Price List, https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonEC2/current/us-east-1/index.json",
  "azure_prices": "Azure Retail Prices API, https://prices.azure.com/api/retail/prices",
  "aws_p5_spec": "https://aws.amazon.com/ec2/instance-types/p5/",
  "aws_p4_spec": "https://aws.amazon.com/ec2/instance-types/p4/",
  "azure_nd_h100_spec": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/ndh100v5-series",
  "azure_nc_h100_spec": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/ncadsh100v5-series",
  "azure_nc_a100_spec": "https://learn.microsoft.com/en-us/azure/virtual-machines/sizes/gpu-accelerated/nca100v4-series",
  "vendor_1": "RunPod (Secure): https://www.runpod.io/pricing (read 2026-11-09)",
  "vendor_2": "RunPod (Community): https://www.runpod.io/pricing (read 2026-11-09)",
  "vendor_3": "Lambda: https://lambda.com/service/gpu-cloud (read 2026-11-09, effective 2026-11-16)"
 }
}