{
 "schema_version": 2,
 "issue": 256,
 "previous_issue": 255,
 "generated_at": "2026-08-31T05:21:17Z",
 "methodology_version": "v7",
 "methodology_changed": false,
 "methodology_changes": [],
 "prices": [
  {
   "finding_id": "i256-price-lium-direct-b200-179gb-on-demand-multi",
   "gpu_label": "B200 179GB",
   "segment": "ON_DEMAND_MULTI",
   "source_scope": "lium-direct",
   "previous_p50": 6.5318,
   "current_p50": 6.51,
   "delta_absolute": -0.0218,
   "delta_percent": -0.33,
   "previous_n": 2,
   "current_n": 3
  },
  {
   "finding_id": "i256-price-lium-direct-b300-sxm6-ac-269gb-on-demand-single",
   "gpu_label": "B300 SXM6 AC 269GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 8.0,
   "current_p50": 8.5008,
   "delta_absolute": 0.5008,
   "delta_percent": 6.26,
   "previous_n": 3,
   "current_n": 2
  },
  {
   "finding_id": "i256-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": 2.66,
   "current_p50": 1.8,
   "delta_absolute": -0.86,
   "delta_percent": -32.33,
   "previous_n": 4,
   "current_n": 3
  },
  {
   "finding_id": "i256-price-lium-direct-h100-pcie-80gb-on-demand-single",
   "gpu_label": "H100 PCIe 80GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 2.24,
   "current_p50": 1.5,
   "delta_absolute": -0.74,
   "delta_percent": -33.04,
   "previous_n": 4,
   "current_n": 6
  },
  {
   "finding_id": "i256-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": 5,
   "current_n": 4
  },
  {
   "finding_id": "i256-price-lium-direct-l40-48gb-on-demand-single",
   "gpu_label": "L40 48GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.33,
   "current_p50": 0.58,
   "delta_absolute": 0.25,
   "delta_percent": 75.76,
   "previous_n": 1,
   "current_n": 2
  },
  {
   "finding_id": "i256-price-lium-direct-rtx-3090-24gb-on-demand-single",
   "gpu_label": "RTX 3090 24GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.4,
   "current_p50": 0.18,
   "delta_absolute": -0.22,
   "delta_percent": -55.0,
   "previous_n": 1,
   "current_n": 4
  },
  {
   "finding_id": "i256-price-lium-direct-rtx-5090-32gb-on-demand-single",
   "gpu_label": "RTX 5090 32GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.68,
   "current_p50": 0.67,
   "delta_absolute": -0.01,
   "delta_percent": -1.47,
   "previous_n": 6,
   "current_n": 3
  },
  {
   "finding_id": "i256-price-lium-direct-rtx-a6000-48gb-on-demand-single",
   "gpu_label": "RTX A6000 48GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 0.42,
   "current_p50": 0.48,
   "delta_absolute": 0.06,
   "delta_percent": 14.29,
   "previous_n": 10,
   "current_n": 7
  },
  {
   "finding_id": "i256-price-lium-direct-rtx-pro-6000-blackwell-server-edition-96gb-on-demand-multi",
   "gpu_label": "RTX PRO 6000 Blackwell Server Edition 96GB",
   "segment": "ON_DEMAND_MULTI",
   "source_scope": "lium-direct",
   "previous_p50": 1.85,
   "current_p50": 1.5,
   "delta_absolute": -0.35,
   "delta_percent": -18.92,
   "previous_n": 6,
   "current_n": 8
  },
  {
   "finding_id": "i256-price-lium-direct-rtx-pro-6000-blackwell-workstation-edition-96gb-on-demand-single",
   "gpu_label": "RTX PRO 6000 Blackwell Workstation Edition 96GB",
   "segment": "ON_DEMAND_SINGLE",
   "source_scope": "lium-direct",
   "previous_p50": 1.46,
   "current_p50": 1.45,
   "delta_absolute": -0.01,
   "delta_percent": -0.68,
   "previous_n": 4,
   "current_n": 3
  }
 ],
 "census": {
  "models_added": [
   "NVIDIA GeForce RTX 4090 D",
   "NVIDIA GeForce RTX 4090 Laptop GPU"
  ],
  "models_absent_since_previous": [
   "NVIDIA CMP 170HX",
   "NVIDIA RTX PRO 4500 Blackwell"
  ],
  "worker_count_before": 114,
  "worker_count_after": 112
 },
 "goodput": {
  "cells_added": [
   "krea2_identity_edit_sogni_v0_3_alpha|GeForce RTX 5090",
   "krea2_identity_edit_v1_2|GeForce RTX 5090",
   "ltx23-22b-10eros-v1.4-fp8mixed_i2v|GeForce RTX 5090",
   "ltx23-22b-fp8_i2v_distilled|GeForce RTX 5090",
   "ltx23-22b-fp8_t2v_distilled|GeForce RTX 5090",
   "ltx25-22b-int8_i2v_distilled|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|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_turbo|GeForce RTX 5090",
   "one_obsession_v22_fp16|GeForce RTX 5090",
   "qwen_image_edit_2511_fp8|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_animate-move_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_animate-replace_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_t2v_lightx2v|GeForce RTX 5090"
  ],
  "cells_removed_or_suppressed": [
   "chroma-v.46-flash_fp8|GeForce RTX 5090"
  ],
  "suppressed_under_replicated_before": 333,
  "suppressed_under_replicated_after": 337
 },
 "coverage": {
  "sources_added": [],
  "sources_removed": [],
  "files_added": [],
  "files_removed": [],
  "rights_status_changes": [],
  "finding_ids": []
 },
 "corrections": [],
 "_state": {
  "prices": {},
  "census": {
   "models": [
    "NVIDIA GB10",
    "NVIDIA GeForce RTX 3080",
    "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": 112,
   "day": "2026-08-29"
  },
  "goodput_cells": [
   "dark_beast_krea2_fp8|GeForce RTX 5090",
   "dark_beast_krea2_identity_edit_v1_2|GeForce RTX 5090",
   "krea2_identity_edit_sogni_v0_3_alpha|GeForce RTX 5090",
   "krea2_identity_edit_v1_2|GeForce RTX 5090",
   "krea2_turbo_fp8_scaled|GeForce RTX 5090",
   "ltx23-22b-10eros-v1.4-fp8mixed_i2v|GeForce RTX 5090",
   "ltx23-22b-fp8_i2v_distilled|GeForce RTX 5090",
   "ltx23-22b-fp8_t2v_distilled|GeForce RTX 5090",
   "ltx25-22b-int8_i2v_distilled|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-fl2va-fp8_t2v_turbo|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v_balanced|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v_turbo|GeForce RTX 5090",
   "minimax-h3-ref2va-fp8_r2v|GeForce RTX 5090",
   "one_obsession_v22_fp16|GeForce RTX 5090",
   "qwen_image_edit_2511_fp8_lightning|GeForce RTX 5090",
   "qwen_image_edit_2511_fp8|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_animate-move_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_animate-replace_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_i2v_lightx2v|GeForce RTX 5090",
   "wan_v2.2-14b-fp8_t2v_lightx2v|GeForce RTX 5090"
  ],
  "goodput_suppressed": 337,
  "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": {
   "H100 80GB HBM3|80GB|ON_DEMAND_MULTI": {
    "p50": 1.8,
    "n": 3,
    "day": "2026-08-31"
   },
   "RTX 5090|32GB|ON_DEMAND_MULTI": {
    "p50": 0.5,
    "n": 9,
    "day": "2026-08-31"
   },
   "RTX 3090|24GB|ON_DEMAND_MULTI": {
    "p50": 0.16,
    "n": 9,
    "day": "2026-08-31"
   },
   "RTX A6000|48GB|ON_DEMAND_SINGLE": {
    "p50": 0.48,
    "n": 7,
    "day": "2026-08-31"
   },
   "L40|45GB|ON_DEMAND_MULTI": {
    "p50": 0.33,
    "n": 2,
    "day": "2026-08-31"
   },
   "B200|179GB|ON_DEMAND_SINGLE": {
    "p50": 5.6,
    "n": 5,
    "day": "2026-08-31"
   },
   "RTX 6000 Ada Generation|48GB|ON_DEMAND_SINGLE": {
    "p50": 0.91,
    "n": 15,
    "day": "2026-08-31"
   },
   "RTX PRO 6000 Blackwell Server Edition|96GB|ON_DEMAND_SINGLE": {
    "p50": 1.29,
    "n": 12,
    "day": "2026-08-31"
   },
   "B300 SXM6 AC|269GB|ON_DEMAND_SINGLE": {
    "p50": 8.5008,
    "n": 2,
    "day": "2026-08-31"
   },
   "H100 80GB HBM3|80GB|ON_DEMAND_SINGLE": {
    "p50": 1.6,
    "n": 1,
    "day": "2026-08-31"
   },
   "L40S|45GB|ON_DEMAND_MULTI": {
    "p50": 0.38,
    "n": 3,
    "day": "2026-08-31"
   },
   "RTX PRO 6000 Blackwell Server Edition|96GB|ON_DEMAND_MULTI": {
    "p50": 1.5,
    "n": 8,
    "day": "2026-08-31"
   },
   "L40|48GB|ON_DEMAND_SINGLE": {
    "p50": 0.58,
    "n": 2,
    "day": "2026-08-31"
   },
   "RTX 4090|24GB|ON_DEMAND_SINGLE": {
    "p50": 0.58,
    "n": 10,
    "day": "2026-08-31"
   },
   "H200|140GB|ON_DEMAND_SINGLE": {
    "p50": 4.2262,
    "n": 4,
    "day": "2026-08-31"
   },
   "RTX 5090|32GB|ON_DEMAND_SINGLE": {
    "p50": 0.67,
    "n": 3,
    "day": "2026-08-31"
   },
   "L40S|45GB|ON_DEMAND_SINGLE": {
    "p50": 0.38,
    "n": 3,
    "day": "2026-08-31"
   },
   "RTX A6000|48GB|ON_DEMAND_MULTI": {
    "p50": 0.42,
    "n": 6,
    "day": "2026-08-31"
   },
   "RTX PRO 6000 Blackwell Workstation Edition|96GB|ON_DEMAND_SINGLE": {
    "p50": 1.45,
    "n": 3,
    "day": "2026-08-31"
   },
   "H100 PCIe|80GB|ON_DEMAND_SINGLE": {
    "p50": 1.5,
    "n": 6,
    "day": "2026-08-31"
   },
   "RTX 3090|24GB|ON_DEMAND_SINGLE": {
    "p50": 0.18,
    "n": 4,
    "day": "2026-08-31"
   },
   "L40|45GB|ON_DEMAND_SINGLE": {
    "p50": 0.33,
    "n": 2,
    "day": "2026-08-31"
   },
   "H200|140GB|ON_DEMAND_MULTI": {
    "p50": 3.2,
    "n": 4,
    "day": "2026-08-31"
   },
   "RTX 5090|32GB|SPOT_PREEMPTIBLE": {
    "p50": 0.66,
    "n": 1,
    "day": "2026-08-31"
   },
   "RTX 6000 Ada Generation|48GB|ON_DEMAND_MULTI": {
    "p50": 0.91,
    "n": 5,
    "day": "2026-08-31"
   },
   "B200|179GB|ON_DEMAND_MULTI": {
    "p50": 6.51,
    "n": 3,
    "day": "2026-08-31"
   },
   "H100 PCIe|80GB|ON_DEMAND_MULTI": {
    "p50": 1.15,
    "n": 1,
    "day": "2026-08-31"
   },
   "RTX 6000 Ada Generation|45GB|ON_DEMAND_SINGLE": {
    "p50": 0.91,
    "n": 2,
    "day": "2026-08-31"
   },
   "RTX 6000 Ada Generation|45GB|ON_DEMAND_MULTI": {
    "p50": 0.91,
    "n": 1,
    "day": "2026-08-31"
   },
   "L40|48GB|ON_DEMAND_MULTI": {
    "p50": 0.33,
    "n": 1,
    "day": "2026-08-31"
   },
   "RTX PRO 6000 Blackwell Workstation Edition|96GB|ON_DEMAND_MULTI": {
    "p50": 1.04,
    "n": 1,
    "day": "2026-08-31"
   }
  },
  "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"
  ]
 }
}