{
  "captured_at": "2026-07-27T05:22:34+00:00",
  "comparison_policy": {
    "benchmark_transfer": "Prices outside RunPod are projections using measured RunPod TPS, not measurements on the quoted provider.",
    "excluded_costs": [
      "persistent storage unless inseparable from the instance",
      "network egress",
      "tax",
      "setup and idle time",
      "commitment discounts"
    ],
    "included_costs": "advertised accelerator or bundled-instance rate",
    "vast_quote_rule": "Median of the three cheapest verified, rentable, single-GPU, on-demand offers with reliability >=0.98, CUDA >=12.8, and VRAM matching the measured SKU.",
    "warning": "Provider products differ in CPU, RAM, storage, networking, availability, tenancy, and minimum rental commitment."
  },
  "currency": "USD",
  "quotes": [
    {
      "gpu": "NVIDIA A100 80GB PCIe",
      "instance_gpu_count": 8,
      "match_quality": "near",
      "notes": "A100 80 GB; instance fabric/clock may differ from measured PCIe host.",
      "price_type": "capacity_block",
      "product": "p4de.24xlarge",
      "provider": "AWS",
      "region": "us-east-1",
      "source_url": "https://aws.amazon.com/ec2/capacityblocks/pricing/",
      "usd_per_gpu_hour": 2.214
    },
    {
      "gpu": "NVIDIA A100 80GB PCIe",
      "instance_gpu_count": 1,
      "match_quality": "near",
      "notes": "Full A100 80 GB VM; interconnect/clock may differ from measured PCIe host.",
      "price_type": "on_demand",
      "product": "a2-ultragpu-1g",
      "provider": "Google Cloud",
      "region": "us-central1",
      "source_url": "https://cloud.google.com/products/compute/pricing/accelerator-optimized",
      "usd_per_gpu_hour": 5.06879789
    },
    {
      "gpu": "NVIDIA A100 80GB PCIe",
      "instance_gpu_count": 8,
      "match_quality": "near",
      "notes": "Measured device is PCIe; Lambda quote is an 8-GPU SXM instance.",
      "price_type": "on_demand",
      "product": "8x A100 SXM 80 GB",
      "provider": "Lambda",
      "region": null,
      "source_url": "https://lambda.ai/instances",
      "usd_per_gpu_hour": 2.79
    },
    {
      "gpu": "NVIDIA A100 80GB PCIe",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "A100 PCIe 80GB",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 1.19
    },
    {
      "gpu": "NVIDIA A100 80GB PCIe",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "A100 PCIe 80GB",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 1.39
    },
    {
      "gpu": "NVIDIA A100 80GB PCIe",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Median of 3 cheapest eligible offers; range $0.867--$1.000/GPU-hour.",
      "price_type": "marketplace_on_demand",
      "product": "A100 PCIE",
      "provider": "Vast.ai",
      "region": null,
      "source_url": "https://docs.vast.ai/api-reference/search/search-offers",
      "usd_per_gpu_hour": 0.988
    },
    {
      "gpu": "NVIDIA B200",
      "instance_gpu_count": 8,
      "match_quality": "exact",
      "notes": "",
      "price_type": "capacity_block",
      "product": "p6-b200.48xlarge",
      "provider": "AWS",
      "region": "us-east-1",
      "source_url": "https://aws.amazon.com/ec2/capacityblocks/pricing/",
      "usd_per_gpu_hour": 12.355
    },
    {
      "gpu": "NVIDIA B200",
      "instance_gpu_count": 8,
      "match_quality": "exact",
      "notes": "No ordinary on-demand price was listed at capture time.",
      "price_type": "flex_start",
      "product": "a4-highgpu-8g",
      "provider": "Google Cloud",
      "region": "us-central1",
      "source_url": "https://cloud.google.com/products/compute/pricing/accelerator-optimized",
      "usd_per_gpu_hour": 8.055
    },
    {
      "gpu": "NVIDIA B200",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "1x B200 SXM6 180 GB",
      "provider": "Lambda",
      "region": null,
      "source_url": "https://lambda.ai/instances",
      "usd_per_gpu_hour": 6.99
    },
    {
      "gpu": "NVIDIA B200",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "B200 180GB",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 5.98
    },
    {
      "gpu": "NVIDIA B200",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "B200 180GB",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 5.89
    },
    {
      "gpu": "NVIDIA B200",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Median of 3 cheapest eligible offers; range $6.237--$6.487/GPU-hour.",
      "price_type": "marketplace_on_demand",
      "product": "B200",
      "provider": "Vast.ai",
      "region": null,
      "source_url": "https://docs.vast.ai/api-reference/search/search-offers",
      "usd_per_gpu_hour": 6.25
    },
    {
      "gpu": "NVIDIA B300 SXM6 AC",
      "instance_gpu_count": 8,
      "match_quality": "exact",
      "notes": "",
      "price_type": "capacity_block",
      "product": "p6-b300.48xlarge",
      "provider": "AWS",
      "region": "us-east-1",
      "source_url": "https://aws.amazon.com/ec2/capacityblocks/pricing/",
      "usd_per_gpu_hour": 14.04
    },
    {
      "gpu": "NVIDIA B300 SXM6 AC",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "B300 288GB",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 6.94
    },
    {
      "gpu": "NVIDIA B300 SXM6 AC",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "B300 288GB",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 7.39
    },
    {
      "gpu": "NVIDIA GeForce RTX 4090",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "RTX 4090",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 0.34
    },
    {
      "gpu": "NVIDIA GeForce RTX 4090",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "RTX 4090",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 0.69
    },
    {
      "gpu": "NVIDIA GeForce RTX 4090",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Median of 3 cheapest eligible offers; range $0.253--$0.253/GPU-hour.",
      "price_type": "marketplace_on_demand",
      "product": "RTX 4090",
      "provider": "Vast.ai",
      "region": null,
      "source_url": "https://docs.vast.ai/api-reference/search/search-offers",
      "usd_per_gpu_hour": 0.2533333333333333
    },
    {
      "gpu": "NVIDIA GeForce RTX 5090",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "RTX 5090",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 0.69
    },
    {
      "gpu": "NVIDIA GeForce RTX 5090",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "RTX 5090",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 0.99
    },
    {
      "gpu": "NVIDIA GeForce RTX 5090",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Median of 3 cheapest eligible offers; range $0.280--$0.307/GPU-hour.",
      "price_type": "marketplace_on_demand",
      "product": "RTX 5090",
      "provider": "Vast.ai",
      "region": null,
      "source_url": "https://docs.vast.ai/api-reference/search/search-offers",
      "usd_per_gpu_hour": 0.29333333333333333
    },
    {
      "gpu": "NVIDIA H100 80GB HBM3",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Single-H100 Capacity Block effective hourly rate.",
      "price_type": "capacity_block",
      "product": "p5.4xlarge",
      "provider": "AWS",
      "region": "us-east-1",
      "source_url": "https://aws.amazon.com/ec2/capacityblocks/pricing/",
      "usd_per_gpu_hour": 5.191
    },
    {
      "gpu": "NVIDIA H100 80GB HBM3",
      "instance_gpu_count": 8,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "a3-highgpu-8g",
      "provider": "Google Cloud",
      "region": "us-central1",
      "source_url": "https://cloud.google.com/products/compute/pricing/accelerator-optimized",
      "usd_per_gpu_hour": 11.061250014875
    },
    {
      "gpu": "NVIDIA H100 80GB HBM3",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "1x H100 SXM 80 GB",
      "provider": "Lambda",
      "region": null,
      "source_url": "https://lambda.ai/instances",
      "usd_per_gpu_hour": 4.29
    },
    {
      "gpu": "NVIDIA H100 80GB HBM3",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "H100 SXM 80GB",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 2.69
    },
    {
      "gpu": "NVIDIA H100 80GB HBM3",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "H100 SXM 80GB",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 2.99
    },
    {
      "gpu": "NVIDIA H100 80GB HBM3",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Median of 3 cheapest eligible offers; range $2.267--$3.000/GPU-hour.",
      "price_type": "marketplace_on_demand",
      "product": "H100 SXM",
      "provider": "Vast.ai",
      "region": null,
      "source_url": "https://docs.vast.ai/api-reference/search/search-offers",
      "usd_per_gpu_hour": 2.5453333333333332
    },
    {
      "gpu": "NVIDIA H200",
      "instance_gpu_count": 8,
      "match_quality": "exact",
      "notes": "",
      "price_type": "capacity_block",
      "product": "p5e.48xlarge",
      "provider": "AWS",
      "region": "us-east-2",
      "source_url": "https://aws.amazon.com/ec2/capacityblocks/pricing/",
      "usd_per_gpu_hour": 5.97
    },
    {
      "gpu": "NVIDIA H200",
      "instance_gpu_count": 8,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "a3-ultragpu-8g",
      "provider": "Google Cloud",
      "region": "us-central1",
      "source_url": "https://cloud.google.com/products/compute/pricing/accelerator-optimized",
      "usd_per_gpu_hour": 10.600863561625
    },
    {
      "gpu": "NVIDIA H200",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "H200 SXM 141GB",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 3.59
    },
    {
      "gpu": "NVIDIA H200",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "H200 SXM 141GB",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 4.39
    },
    {
      "gpu": "NVIDIA H200",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Median of 3 cheapest eligible offers; range $3.934--$4.287/GPU-hour.",
      "price_type": "marketplace_on_demand",
      "product": "H200",
      "provider": "Vast.ai",
      "region": null,
      "source_url": "https://docs.vast.ai/api-reference/search/search-offers",
      "usd_per_gpu_hour": 4.078947368421053
    },
    {
      "gpu": "NVIDIA RTX 6000 Ada Generation",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "RTX 6000 Ada",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 0.74
    },
    {
      "gpu": "NVIDIA RTX 6000 Ada Generation",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "RTX 6000 Ada",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 0.84
    },
    {
      "gpu": "NVIDIA RTX 6000 Ada Generation",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Median of 3 cheapest eligible offers; range $0.533--$0.560/GPU-hour.",
      "price_type": "marketplace_on_demand",
      "product": "RTX 6000Ada",
      "provider": "Vast.ai",
      "region": null,
      "source_url": "https://docs.vast.ai/api-reference/search/search-offers",
      "usd_per_gpu_hour": 0.5479999999999999
    },
    {
      "gpu": "NVIDIA RTX A6000",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "1x RTX A6000",
      "provider": "Lambda",
      "region": null,
      "source_url": "https://lambda.ai/instances",
      "usd_per_gpu_hour": 1.09
    },
    {
      "gpu": "NVIDIA RTX A6000",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "RTX A6000",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 0.33
    },
    {
      "gpu": "NVIDIA RTX A6000",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "RTX A6000",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 0.53
    },
    {
      "gpu": "NVIDIA RTX A6000",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Median of 1 cheapest eligible offers; range $0.387--$0.387/GPU-hour.",
      "price_type": "marketplace_on_demand",
      "product": "RTX A6000",
      "provider": "Vast.ai",
      "region": null,
      "source_url": "https://docs.vast.ai/api-reference/search/search-offers",
      "usd_per_gpu_hour": 0.38666666666666666
    },
    {
      "gpu": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "g4-standard-48",
      "provider": "Google Cloud",
      "region": "us-central1",
      "source_url": "https://cloud.google.com/products/compute/pricing/accelerator-optimized",
      "usd_per_gpu_hour": 4.49993
    },
    {
      "gpu": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "marketplace_on_demand",
      "product": "RTX PRO 6000",
      "provider": "RunPod Community",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 1.69
    },
    {
      "gpu": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "",
      "price_type": "on_demand",
      "product": "RTX PRO 6000",
      "provider": "RunPod Secure",
      "region": null,
      "source_url": "https://www.runpod.io/pricing",
      "usd_per_gpu_hour": 1.99
    },
    {
      "gpu": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
      "instance_gpu_count": 1,
      "match_quality": "exact",
      "notes": "Median of 3 cheapest eligible offers; range $1.267--$1.333/GPU-hour.",
      "price_type": "marketplace_on_demand",
      "product": "RTX PRO 6000 S",
      "provider": "Vast.ai",
      "region": null,
      "source_url": "https://docs.vast.ai/api-reference/search/search-offers",
      "usd_per_gpu_hour": 1.2666666666666666
    }
  ],
  "schema_version": 1,
  "sources": [
    "https://aws.amazon.com/ec2/capacityblocks/pricing/",
    "https://cloud.google.com/products/compute/pricing/accelerator-optimized",
    "https://docs.vast.ai/api-reference/search/search-offers",
    "https://lambda.ai/instances",
    "https://www.runpod.io/pricing"
  ],
  "unit": "per GPU-hour",
  "vast_query_audit": {
    "NVIDIA A100 80GB PCIe": {
      "cheapest_three_sanitized": [
        {
          "country_code": "US",
          "cuda_max_good": 13.0,
          "reliability": 0.9981,
          "total_usd_per_hour_at_listed_storage": 0.8733333333333334,
          "usd_per_gpu_hour": 0.8666666666666667,
          "vram_mb": 81920.0
        },
        {
          "country_code": "JP",
          "cuda_max_good": 13.3,
          "reliability": 0.992683,
          "total_usd_per_hour_at_listed_storage": 0.9914311111111112,
          "usd_per_gpu_hour": 0.988,
          "vram_mb": 81920.0
        },
        {
          "country_code": "GB",
          "cuda_max_good": 13.1,
          "reliability": 0.9896447,
          "total_usd_per_hour_at_listed_storage": 1.0022222222222221,
          "usd_per_gpu_hour": 1.0,
          "vram_mb": 81920.0
        }
      ],
      "eligible_offer_count": 6,
      "query_gpu_name": "A100 PCIE",
      "quote_rule": "median of three cheapest eligible offers"
    },
    "NVIDIA B200": {
      "cheapest_three_sanitized": [
        {
          "country_code": "US",
          "cuda_max_good": 13.2,
          "reliability": 0.9976631,
          "total_usd_per_hour_at_listed_storage": 6.247916666666667,
          "usd_per_gpu_hour": 6.2375,
          "vram_mb": 183359.0
        },
        {
          "country_code": "US",
          "cuda_max_good": 13.0,
          "reliability": 0.9981403,
          "total_usd_per_hour_at_listed_storage": 6.252083333333333,
          "usd_per_gpu_hour": 6.25,
          "vram_mb": 183359.0
        },
        {
          "country_code": "US",
          "cuda_max_good": 13.2,
          "reliability": 0.9957008,
          "total_usd_per_hour_at_listed_storage": 6.497916666666667,
          "usd_per_gpu_hour": 6.4875,
          "vram_mb": 183359.0
        }
      ],
      "eligible_offer_count": 5,
      "query_gpu_name": "B200",
      "quote_rule": "median of three cheapest eligible offers"
    },
    "NVIDIA B300 SXM6 AC": {
      "cheapest_three_sanitized": [],
      "eligible_offer_count": 0,
      "query_gpu_name": "B300",
      "quote_rule": "median of three cheapest eligible offers"
    },
    "NVIDIA GeForce RTX 4090": {
      "cheapest_three_sanitized": [
        {
          "country_code": "US",
          "cuda_max_good": 13.0,
          "reliability": 0.9955969,
          "total_usd_per_hour_at_listed_storage": 0.26296296296296295,
          "usd_per_gpu_hour": 0.2533333333333333,
          "vram_mb": 24564.0
        },
        {
          "country_code": "US",
          "cuda_max_good": 13.0,
          "reliability": 0.9961348,
          "total_usd_per_hour_at_listed_storage": 0.26296296296296295,
          "usd_per_gpu_hour": 0.2533333333333333,
          "vram_mb": 24564.0
        },
        {
          "country_code": "US",
          "cuda_max_good": 13.0,
          "reliability": 0.9933616,
          "total_usd_per_hour_at_listed_storage": 0.26296296296296295,
          "usd_per_gpu_hour": 0.2533333333333333,
          "vram_mb": 24564.0
        }
      ],
      "eligible_offer_count": 38,
      "query_gpu_name": "RTX 4090",
      "quote_rule": "median of three cheapest eligible offers"
    },
    "NVIDIA GeForce RTX 5090": {
      "cheapest_three_sanitized": [
        {
          "country_code": "US",
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