{
 "schema_version": 2,
 "issue": 258,
 "previous_issue": 257,
 "generated_at": "2026-09-02T05:21:16Z",
 "methodology_version": "v7",
 "methodology_changed": false,
 "methodology_changes": [],
 "prices": [
  {
   "finding_id": "i258-price-lium-direct-h100-80gb-hbm3-80gb-on-demand-multi",
   "gpu_label": "H100 80GB HBM3 80GB",
   "segment": "ON_DEMAND_MULTI",
   "source_scope": "lium-direct",
   "previous_p50": 1.8,
   "current_p50": 2.75,
   "delta_absolute": 0.95,
   "delta_percent": 52.78,
   "previous_n": 3,
   "current_n": 1
  },
  {
   "finding_id": "i258-price-lium-direct-h100-80gb-hbm3-80gb-on-demand-single",
   "gpu_label": "H100 80GB HBM3 80GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 1.75,
   "current_p50": 1.6,
   "delta_absolute": -0.15,
   "delta_percent": -8.57,
   "previous_n": 3,
   "current_n": 1
  },
  {
   "finding_id": "i258-price-lium-direct-h200-140gb-on-demand-multi",
   "gpu_label": "H200 140GB",
   "segment": "ON_DEMAND_MULTI",
   "source_scope": "lium-direct",
   "previous_p50": 3.1,
   "current_p50": 3.25,
   "delta_absolute": 0.15,
   "delta_percent": 4.84,
   "previous_n": 5,
   "current_n": 4
  },
  {
   "finding_id": "i258-price-lium-direct-h200-140gb-on-demand-single",
   "gpu_label": "H200 140GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 4.22,
   "current_p50": 4.2262,
   "delta_absolute": 0.0062,
   "delta_percent": 0.15,
   "previous_n": 4,
   "current_n": 1
  },
  {
   "finding_id": "i258-price-lium-direct-rtx-4090-24gb-on-demand-single",
   "gpu_label": "RTX 4090 24GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.4,
   "current_p50": 0.35,
   "delta_absolute": -0.05,
   "delta_percent": -12.5,
   "previous_n": 17,
   "current_n": 18
  },
  {
   "finding_id": "i258-price-lium-direct-rtx-5090-32gb-on-demand-single",
   "gpu_label": "RTX 5090 32GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.62,
   "current_p50": 0.65,
   "delta_absolute": 0.03,
   "delta_percent": 4.84,
   "previous_n": 10,
   "current_n": 8
  }
 ],
 "census": {
  "models_added": [
   "NVIDIA A100 80GB PCIe"
  ],
  "models_absent_since_previous": [],
  "worker_count_before": 116,
  "worker_count_after": 130
 },
 "goodput": {
  "cells_added": [
   "chroma1-hd_fp8_scaled|GeForce RTX 5090",
   "minimax-h3-fastvideo-int8_i2v_turbo|GeForce RTX 5090",
   "qwen_image_edit_2511_fp8_lightning|GeForce RTX 5090"
  ],
  "cells_removed_or_suppressed": [
   "chroma-v48-detail-svd_fp8|GeForce RTX 5090",
   "ltx25-22b-int8_i2v_distilled|GeForce RTX 5090",
   "minimax-h3-fl2va-fp8_t2v_turbo|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v_balanced|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_animate-replace_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_i2v_lightx2v|GeForce RTX 5090"
  ],
  "suppressed_under_replicated_before": 371,
  "suppressed_under_replicated_after": 391
 },
 "coverage": {
  "sources_added": [],
  "sources_removed": [],
  "files_added": [],
  "files_removed": [],
  "rights_status_changes": [],
  "finding_ids": []
 },
 "corrections": [],
 "_state": {
  "prices": {},
  "census": {
   "models": [
    "NVIDIA A100 80GB PCIe",
    "NVIDIA CMP 170HX",
    "NVIDIA GB10",
    "NVIDIA GeForce RTX 3080",
    "NVIDIA GeForce RTX 3090",
    "NVIDIA GeForce RTX 4080",
    "NVIDIA GeForce RTX 4080 SUPER",
    "NVIDIA GeForce RTX 4090",
    "NVIDIA GeForce RTX 4090 D",
    "NVIDIA GeForce RTX 4090 Laptop GPU",
    "NVIDIA GeForce RTX 5070 Ti",
    "NVIDIA GeForce RTX 5090",
    "NVIDIA RTX PRO 5000 Blackwell",
    "NVIDIA RTX PRO 6000 Blackwell Server Edition",
    "NVIDIA RTX PRO 6000 Blackwell Workstation Edition"
   ],
   "workers": 130,
   "day": "2026-08-31"
  },
  "goodput_cells": [
   "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"
  ],
  "goodput_suppressed": 391,
  "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 5090|32GB|ON_DEMAND_MULTI": {
    "p50": 0.5,
    "n": 10,
    "day": "2026-09-02"
   },
   "RTX 3090|24GB|ON_DEMAND_MULTI": {
    "p50": 0.16,
    "n": 7,
    "day": "2026-09-02"
   },
   "RTX 4090|24GB|ON_DEMAND_MULTI": {
    "p50": 0.3,
    "n": 5,
    "day": "2026-09-02"
   },
   "RTX 6000 Ada Generation|48GB|ON_DEMAND_SINGLE": {
    "p50": 1.04,
    "n": 10,
    "day": "2026-09-02"
   },
   "RTX PRO 6000 Blackwell Server Edition|96GB|ON_DEMAND_SINGLE": {
    "p50": 1.29,
    "n": 16,
    "day": "2026-09-02"
   },
   "L40|48GB|ON_DEMAND_MULTI": {
    "p50": 0.33,
    "n": 3,
    "day": "2026-09-02"
   },
   "L40S|45GB|ON_DEMAND_MULTI": {
    "p50": 0.38,
    "n": 6,
    "day": "2026-09-02"
   },
   "H100 80GB HBM3|80GB|ON_DEMAND_SINGLE": {
    "p50": 1.6,
    "n": 1,
    "day": "2026-09-02"
   },
   "RTX 4090|24GB|ON_DEMAND_SINGLE": {
    "p50": 0.35,
    "n": 18,
    "day": "2026-09-02"
   },
   "RTX 5090|32GB|ON_DEMAND_SINGLE": {
    "p50": 0.65,
    "n": 8,
    "day": "2026-09-02"
   },
   "B200|179GB|ON_DEMAND_SINGLE": {
    "p50": 5.5,
    "n": 1,
    "day": "2026-09-02"
   },
   "H200|140GB|ON_DEMAND_MULTI": {
    "p50": 3.25,
    "n": 4,
    "day": "2026-09-02"
   },
   "B300 SXM6 AC|269GB|ON_DEMAND_SINGLE": {
    "p50": 8.5008,
    "n": 2,
    "day": "2026-09-02"
   },
   "L40|45GB|ON_DEMAND_MULTI": {
    "p50": 0.33,
    "n": 5,
    "day": "2026-09-02"
   },
   "H200|140GB|ON_DEMAND_SINGLE": {
    "p50": 4.2262,
    "n": 1,
    "day": "2026-09-02"
   },
   "RTX PRO 6000 Blackwell Workstation Edition|96GB|ON_DEMAND_SINGLE": {
    "p50": 1.46,
    "n": 2,
    "day": "2026-09-02"
   },
   "RTX 5090|32GB|SPOT_PREEMPTIBLE": {
    "p50": 0.66,
    "n": 1,
    "day": "2026-09-02"
   },
   "RTX 3090|24GB|ON_DEMAND_SINGLE": {
    "p50": 0.18,
    "n": 3,
    "day": "2026-09-02"
   },
   "CMP 170HX|64GB|ON_DEMAND_MULTI": {
    "p50": 0.3,
    "n": 1,
    "day": "2026-09-02"
   },
   "RTX 5070 Ti|16GB|ON_DEMAND_SINGLE": {
    "p50": 0.15,
    "n": 1,
    "day": "2026-09-02"
   },
   "A100-SXM4-80GB|80GB|ON_DEMAND_MULTI": {
    "p50": 1.23,
    "n": 1,
    "day": "2026-09-02"
   },
   "H100 PCIe|80GB|ON_DEMAND_SINGLE": {
    "p50": 1.5,
    "n": 2,
    "day": "2026-09-02"
   },
   "RTX 6000 Ada Generation|45GB|ON_DEMAND_MULTI": {
    "p50": 0.91,
    "n": 1,
    "day": "2026-09-02"
   },
   "RTX 6000 Ada Generation|48GB|ON_DEMAND_MULTI": {
    "p50": 0.91,
    "n": 3,
    "day": "2026-09-02"
   },
   "H100 PCIe|80GB|ON_DEMAND_MULTI": {
    "p50": 1.7,
    "n": 1,
    "day": "2026-09-02"
   },
   "RTX A6000|48GB|ON_DEMAND_MULTI": {
    "p50": 0.42,
    "n": 2,
    "day": "2026-09-02"
   },
   "L40S|45GB|ON_DEMAND_SINGLE": {
    "p50": 0.38,
    "n": 1,
    "day": "2026-09-02"
   },
   "H100 80GB HBM3|80GB|ON_DEMAND_MULTI": {
    "p50": 2.75,
    "n": 1,
    "day": "2026-09-02"
   }
  },
  "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"
  ]
 }
}