{
 "schema_version": 2,
 "issue": 260,
 "previous_issue": 259,
 "generated_at": "2026-09-22T05:21:20Z",
 "methodology_version": "v7",
 "methodology_changed": false,
 "methodology_changes": [],
 "prices": [
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   "finding_id": "i260-price-lium-direct-b200-179gb-on-demand-single",
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   "segment": "ON_DEMAND_SINGLE",
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  },
  {
   "finding_id": "i260-price-lium-direct-b300-sxm6-ac-269gb-on-demand-single",
   "gpu_label": "B300 SXM6 AC 269GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
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  },
  {
   "finding_id": "i260-price-lium-direct-h100-80gb-hbm3-80gb-on-demand-single",
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   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
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   "current_n": 14
  },
  {
   "finding_id": "i260-price-lium-direct-h100-pcie-80gb-on-demand-single",
   "gpu_label": "H100 PCIe 80GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 1.5,
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  },
  {
   "finding_id": "i260-price-lium-direct-h200-140gb-on-demand-multi",
   "gpu_label": "H200 140GB",
   "segment": "ON_DEMAND_MULTI",
   "source_scope": "lium-direct",
   "previous_p50": 3.25,
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  },
  {
   "finding_id": "i260-price-lium-direct-h200-140gb-on-demand-single",
   "gpu_label": "H200 140GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 4.2262,
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   "delta_percent": -19.55,
   "previous_n": 1,
   "current_n": 9
  },
  {
   "finding_id": "i260-price-lium-direct-rtx-3090-24gb-on-demand-single",
   "gpu_label": "RTX 3090 24GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.18,
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   "current_n": 2
  },
  {
   "finding_id": "i260-price-lium-direct-rtx-4090-24gb-on-demand-multi",
   "gpu_label": "RTX 4090 24GB",
   "segment": "ON_DEMAND_MULTI",
   "source_scope": "lium-direct",
   "previous_p50": 0.3,
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  },
  {
   "finding_id": "i260-price-lium-direct-rtx-4090-24gb-on-demand-single",
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   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.35,
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  },
  {
   "finding_id": "i260-price-lium-direct-rtx-5090-32gb-on-demand-single",
   "gpu_label": "RTX 5090 32GB",
   "segment": "ON_DEMAND_SINGLE",
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   "current_n": 2
  },
  {
   "finding_id": "i260-price-lium-direct-rtx-5090-32gb-spot-preemptible",
   "gpu_label": "RTX 5090 32GB",
   "segment": "SPOT_PREEMPTIBLE",
   "source_scope": "lium-direct",
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   "current_p50": 0.69,
   "delta_absolute": 0.03,
   "delta_percent": 4.55,
   "previous_n": 1,
   "current_n": 1
  }
 ],
 "census": {
  "models_added": [],
  "models_absent_since_previous": [
   "NVIDIA RTX 6000 Ada Generation",
   "NVIDIA RTX A6000"
  ],
  "worker_count_before": 279,
  "worker_count_after": 277
 },
 "goodput": {
  "cells_added": [],
  "cells_removed_or_suppressed": [
   "chroma1-hd_fp8_scaled|GeForce RTX 5090",
   "dark_beast_krea2_fp8|GeForce RTX 5090",
   "dark_beast_krea2_identity_edit_v1_2|GeForce RTX 5090",
   "krea2_identity_edit_v1_2|GeForce RTX 5090",
   "krea2_turbo_fp8_scaled|GeForce RTX 5090",
   "minimax-h3-fastvideo-int8_i2v_turbo|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_flf2v_turbo|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_i2v_balanced|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_i2v_turbo|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_i2v|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v_turbo|GeForce RTX 5090",
   "qwen_image_edit_2511_fp8_lightning|GeForce RTX 5090"
  ],
  "suppressed_under_replicated_before": 458,
  "suppressed_under_replicated_after": 458
 },
 "coverage": {
  "sources_added": [],
  "sources_removed": [],
  "files_added": [],
  "files_removed": [],
  "rights_status_changes": [],
  "finding_ids": []
 },
 "corrections": [],
 "_state": {
  "prices": {},
  "census": {
   "models": [
    "NVIDIA GB10",
    "NVIDIA GeForce RTX 3090",
    "NVIDIA GeForce RTX 4080",
    "NVIDIA GeForce RTX 4090",
    "NVIDIA GeForce RTX 4090 D",
    "NVIDIA GeForce RTX 5060 Ti",
    "NVIDIA GeForce RTX 5070 Ti",
    "NVIDIA GeForce RTX 5080",
    "NVIDIA GeForce RTX 5090",
    "NVIDIA GeForce RTX 5090 D",
    "NVIDIA RTX PRO 2000 Blackwell",
    "NVIDIA RTX PRO 4000 Blackwell",
    "NVIDIA RTX PRO 4500 Blackwell",
    "NVIDIA RTX PRO 5000 Blackwell",
    "NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition",
    "NVIDIA RTX PRO 6000 Blackwell Server Edition",
    "NVIDIA RTX PRO 6000 Blackwell Workstation Edition"
   ],
   "workers": 277,
   "day": "2026-09-20"
  },
  "goodput_cells": [],
  "goodput_suppressed": 458,
  "sources": [
   "CITATION.cff",
   "CONTRIBUTING-DATA.md",
   "LICENSE-AND-CITATION.txt",
   "METHODOLOGY.md",
   "class-aliases.csv",
   "class-aliases.json",
   "corrections.json",
   "direct-tariffs.csv",
   "disputes.json",
   "fleet-completion-yield.csv",
   "fleet-completion-yield.json",
   "gpu-census.csv",
   "gpu-census.json",
   "gpu-goodput-ratios.csv",
   "gpu-goodput-ratios.json",
   "gpu-price-context.csv",
   "gpu-throughput-ratios.csv",
   "gpu-throughput-ratios.json",
   "gpu-value-board.csv",
   "lium-price-context.csv"
  ],
  "lium": {
   "RTX 6000 Ada Generation|48GB|ON_DEMAND_SINGLE": {
    "p50": 1.04,
    "n": 12,
    "day": "2026-09-22"
   },
   "H100 80GB HBM3|80GB|ON_DEMAND_SINGLE": {
    "p50": 1.3,
    "n": 14,
    "day": "2026-09-22"
   },
   "RTX A4000|16GB|ON_DEMAND_MULTI": {
    "p50": 0.12,
    "n": 1,
    "day": "2026-09-22"
   },
   "RTX 5090|32GB|ON_DEMAND_MULTI": {
    "p50": 0.5,
    "n": 10,
    "day": "2026-09-22"
   },
   "RTX 3090|24GB|ON_DEMAND_MULTI": {
    "p50": 0.16,
    "n": 6,
    "day": "2026-09-22"
   },
   "H200|140GB|ON_DEMAND_SINGLE": {
    "p50": 3.4,
    "n": 9,
    "day": "2026-09-22"
   },
   "H100 80GB HBM3|80GB|ON_DEMAND_MULTI": {
    "p50": 2.75,
    "n": 6,
    "day": "2026-09-22"
   },
   "RTX PRO 6000 Blackwell Server Edition|96GB|ON_DEMAND_SINGLE": {
    "p50": 1.29,
    "n": 5,
    "day": "2026-09-22"
   },
   "RTX 4090|24GB|ON_DEMAND_MULTI": {
    "p50": 0.45,
    "n": 2,
    "day": "2026-09-22"
   },
   "B300 SXM6 AC|269GB|ON_DEMAND_SINGLE": {
    "p50": 8.0,
    "n": 5,
    "day": "2026-09-22"
   },
   "B200|179GB|ON_DEMAND_SINGLE": {
    "p50": 5.6,
    "n": 2,
    "day": "2026-09-22"
   },
   "RTX PRO 6000 Blackwell Server Edition|96GB|ON_DEMAND_MULTI": {
    "p50": 1.69,
    "n": 4,
    "day": "2026-09-22"
   },
   "RTX 5090|32GB|ON_DEMAND_SINGLE": {
    "p50": 0.69,
    "n": 2,
    "day": "2026-09-22"
   },
   "RTX 4090|24GB|ON_DEMAND_SINGLE": {
    "p50": 0.45,
    "n": 4,
    "day": "2026-09-22"
   },
   "RTX PRO 6000 Blackwell Workstation Edition|96GB|ON_DEMAND_SINGLE": {
    "p50": 1.46,
    "n": 1,
    "day": "2026-09-22"
   },
   "RTX 3090|24GB|ON_DEMAND_SINGLE": {
    "p50": 0.22,
    "n": 2,
    "day": "2026-09-22"
   },
   "H200|140GB|ON_DEMAND_MULTI": {
    "p50": 4.15,
    "n": 3,
    "day": "2026-09-22"
   },
   "A100-SXM4-80GB|80GB|ON_DEMAND_MULTI": {
    "p50": 1.23,
    "n": 1,
    "day": "2026-09-22"
   },
   "RTX 6000 Ada Generation|45GB|ON_DEMAND_MULTI": {
    "p50": 0.91,
    "n": 1,
    "day": "2026-09-22"
   },
   "H100 PCIe|80GB|ON_DEMAND_SINGLE": {
    "p50": 2.24,
    "n": 3,
    "day": "2026-09-22"
   },
   "RTX 6000 Ada Generation|48GB|ON_DEMAND_MULTI": {
    "p50": 0.91,
    "n": 2,
    "day": "2026-09-22"
   },
   "L40S|45GB|ON_DEMAND_SINGLE": {
    "p50": 0.38,
    "n": 1,
    "day": "2026-09-22"
   },
   "RTX 5090|32GB|SPOT_PREEMPTIBLE": {
    "p50": 0.69,
    "n": 1,
    "day": "2026-09-22"
   }
  },
  "source_registry": {
   "afhubbard-gpu-prices": {
    "publication_status": "WITHDRAWN",
    "operator_go": false
   },
   "lium-public-nodes": {
    "publication_status": "ALLOWED",
    "operator_go": true
   },
   "acecloud-api": {
    "publication_status": "NOT_A_CANDIDATE_NO_PUBLIC_TARIFF",
    "operator_go": false
   },
   "akash-providers": {
    "publication_status": "GOVERNING_TERMS_NOT_LOCATED",
    "operator_go": false
   },
   "tensordock-v2": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "salad-api": {
    "publication_status": "SHORTLIST_HUMAN_READ_REQUIRED",
    "operator_go": false
   },
   "vast-scrape": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "octaspace-scrape": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "nosana-api": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "quickpod-api": {
    "publication_status": "GOVERNING_TERMS_NOT_LOCATED",
    "operator_go": false
   },
   "hetzner-gex-tariff": {
    "publication_status": "ALLOWED",
    "operator_go": true
   },
   "azure-retail-prices-direct": {
    "publication_status": "RESEARCH_CANDIDATE",
    "operator_go": false
   },
   "latitude-sh": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "massedcompute-pricing": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "oblivus-pricing": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "leafcloud-tariff": {
    "publication_status": "ALLOWED",
    "operator_go": true
   },
   "exoscale-tariff": {
    "publication_status": "LEGALLY_CLEARED_TECHNICALLY_UNREACHABLE",
    "operator_go": false
   },
   "nebius-static-tariff": {
    "publication_status": "ALLOWED",
    "operator_go": true
   },
   "hyperstack": {
    "publication_status": "NOT_ADMITTED_INSUFFICIENT_EVIDENCE",
    "operator_go": false
   },
   "paperspace": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "fluidstack": {
    "publication_status": "NOT_A_CANDIDATE_NO_PUBLIC_TARIFF",
    "operator_go": false
   },
   "koyeb-static-tariff": {
    "publication_status": "ALLOWED",
    "operator_go": true
   },
   "cerebrium": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "massedcompute": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "modal": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "cloudzy": {
    "publication_status": "SHORTLIST_HUMAN_READ_REQUIRED",
    "operator_go": false
   },
   "thundercompute": {
    "publication_status": "SHORTLIST_HUMAN_READ_REQUIRED",
    "operator_go": false
   },
   "together": {
    "publication_status": "PROHIBITED",
    "operator_go": false
   },
   "coreweave": {
    "publication_status": "GOVERNING_TERMS_NOT_LOCATED",
    "operator_go": false
   },
   "crusoe": {
    "publication_status": "GOVERNING_TERMS_NOT_LOCATED",
    "operator_go": false
   },
   "seeweb-tariff": {
    "publication_status": "RESEARCH_CANDIDATE",
    "operator_go": false
   },
   "deploygpu-offers-api": {
    "publication_status": "RESEARCH_CANDIDATE",
    "operator_go": false
   },
   "hpc-ai-pricing": {
    "publication_status": "RESEARCH_CANDIDATE",
    "operator_go": false
   },
   "neevcloud-api": {
    "publication_status": "RESEARCH_CANDIDATE",
    "operator_go": false
   },
   "qudata-marketplace": {
    "publication_status": "RESEARCH_CANDIDATE",
    "operator_go": false
   },
   "compute-exchange": {
    "publication_status": "RESEARCH_CANDIDATE",
    "operator_go": false
   }
  },
  "price_source_scope": [
   "hetzner-gex-tariff",
   "koyeb-static-tariff",
   "leafcloud-tariff",
   "lium-public-nodes",
   "nebius-static-tariff"
  ]
 }
}