{
  "scenario_warning": "ILLUSTRATIVE INPUTS - NOT MEASUREMENTS",
  "overlay": [
    {
      "location_id": "LOC01",
      "company": "Google",
      "location": "Henderson, Nevada",
      "value": "239.4",
      "unit": "million gallons (as reported)",
      "period": "2025",
      "water_metric": "consumption",
      "source_id": "GOOGLE26",
      "locator": "PDF p.97 Water use by data center location, Henderson NV",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed.",
      "stress_region": "Nevada",
      "stress_score": "3.569639288",
      "stress_label": "High (40-80%)",
      "stress_period": "1979-2019 baseline; Aqueduct 4.0 release 2023",
      "stress_source_id": "WRIADMIN",
      "stress_locator": "province_baseline row 6456; name_1=Nevada, indicator_name=bws, weight=Tot",
      "match_scale": "STATE_PROXY_NOT_FACILITY_OR_BASIN",
      "match_confidence": "Medium",
      "match_caveat": "Named state/region matched to WRI demand-weighted administrative context. Not site stress, actual supply-source risk, or 2025 conditions."
    },
    {
      "location_id": "LOC03",
      "company": "Google",
      "location": "Mesa, Arizona",
      "value": "9.7",
      "unit": "million gallons (as reported)",
      "period": "2025",
      "water_metric": "consumption",
      "source_id": "GOOGLE26",
      "locator": "PDF p.97 Water use by data center location, Mesa AZ",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed.",
      "stress_region": "Arizona",
      "stress_score": "4.392122413",
      "stress_label": "Extremely High (>80%)",
      "stress_period": "1979-2019 baseline; Aqueduct 4.0 release 2023",
      "stress_source_id": "WRIADMIN",
      "stress_locator": "province_baseline row 2284; name_1=Arizona, indicator_name=bws, weight=Tot",
      "match_scale": "STATE_PROXY_NOT_FACILITY_OR_BASIN",
      "match_confidence": "Medium",
      "match_caveat": "Named state/region matched to WRI demand-weighted administrative context. Not site stress, actual supply-source risk, or 2025 conditions."
    },
    {
      "location_id": "LOC04",
      "company": "Microsoft",
      "location": "Phoenix, Arizona",
      "value": "981",
      "unit": "ML",
      "period": "FY2025 ended 2025-06-30",
      "water_metric": "withdrawal",
      "source_id": "MS26DATA",
      "locator": "PDF p.25 Table 15 Phoenix AZ; exclusions p.26",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed.",
      "stress_region": "Arizona",
      "stress_score": "4.392122413",
      "stress_label": "Extremely High (>80%)",
      "stress_period": "1979-2019 baseline; Aqueduct 4.0 release 2023",
      "stress_source_id": "WRIADMIN",
      "stress_locator": "province_baseline row 2284; name_1=Arizona, indicator_name=bws, weight=Tot",
      "match_scale": "STATE_PROXY_NOT_FACILITY_OR_BASIN",
      "match_confidence": "Medium",
      "match_caveat": "Named state/region matched to WRI demand-weighted administrative context. Not site stress, actual supply-source risk, or 2025 conditions."
    },
    {
      "location_id": "LOC06",
      "company": "Meta",
      "location": "Los Lunas, New Mexico",
      "value": "252",
      "unit": "ML",
      "period": "2024",
      "water_metric": "withdrawal",
      "source_id": "META25",
      "locator": "PDF p.9 Water withdrawal by facility, Los Lunas NM",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed.",
      "stress_region": "New Mexico",
      "stress_score": "4.324930145",
      "stress_label": "Extremely High (>80%)",
      "stress_period": "1979-2019 baseline; Aqueduct 4.0 release 2023",
      "stress_source_id": "WRIADMIN",
      "stress_locator": "province_baseline row 2437; name_1=New Mexico, indicator_name=bws, weight=Tot",
      "match_scale": "STATE_PROXY_NOT_FACILITY_OR_BASIN",
      "match_confidence": "Medium",
      "match_caveat": "Named state/region matched to WRI demand-weighted administrative context. Not site stress, actual supply-source risk, or 2025 conditions."
    },
    {
      "location_id": "LOC07",
      "company": "Meta",
      "location": "Mesa, Arizona",
      "value": "57",
      "unit": "ML",
      "period": "2024",
      "water_metric": "withdrawal",
      "source_id": "META25",
      "locator": "PDF p.9 Water withdrawal by facility, Mesa AZ",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed.",
      "stress_region": "Arizona",
      "stress_score": "4.392122413",
      "stress_label": "Extremely High (>80%)",
      "stress_period": "1979-2019 baseline; Aqueduct 4.0 release 2023",
      "stress_source_id": "WRIADMIN",
      "stress_locator": "province_baseline row 2284; name_1=Arizona, indicator_name=bws, weight=Tot",
      "match_scale": "STATE_PROXY_NOT_FACILITY_OR_BASIN",
      "match_confidence": "Medium",
      "match_caveat": "Named state/region matched to WRI demand-weighted administrative context. Not site stress, actual supply-source risk, or 2025 conditions."
    }
  ],
  "companies": [
    {
      "observation_id": "CORP01",
      "company": "Google",
      "metric": "withdrawal",
      "value": 14689.0,
      "unit": "million gallons (as reported)",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Global operations",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.96 Water use by data centers and offices, 2025; water methodology pp.87–88",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "2025 value has the p.96 check mark for selected metrics subject to third-party limited assurance; no independent ThirstyAI remeasurement",
      "caveat": "Not AI-only. Reported water excludes seawater and brackish water. Consumption = withdrawal minus discharge; some values may be estimated. Years and fleets differ."
    },
    {
      "observation_id": "CORP02",
      "company": "Google",
      "metric": "consumption",
      "value": 10869.0,
      "unit": "million gallons (as reported)",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Global operations",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.96 Water use by data centers and offices, 2025; water methodology pp.87–88",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "2025 value has the p.96 check mark for selected metrics subject to third-party limited assurance; no independent ThirstyAI remeasurement",
      "caveat": "Not AI-only. Reported water excludes seawater and brackish water. Consumption = withdrawal minus discharge; some values may be estimated. Years and fleets differ."
    },
    {
      "observation_id": "CORP03",
      "company": "Google",
      "metric": "withdrawal",
      "value": 13562.0,
      "unit": "million gallons (as reported)",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Operational data centers: owned and fully leased",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.96 Water use by data centers and offices, 2025; water methodology pp.87–88",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "2025 value has the p.96 check mark for selected metrics subject to third-party limited assurance; no independent ThirstyAI remeasurement",
      "caveat": "Not AI-only. Reported water excludes seawater and brackish water. Consumption = withdrawal minus discharge; some values may be estimated. Years and fleets differ."
    },
    {
      "observation_id": "CORP04",
      "company": "Google",
      "metric": "consumption",
      "value": 10523.0,
      "unit": "million gallons (as reported)",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Operational data centers: owned and fully leased",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.96 Water use by data centers and offices, 2025; water methodology pp.87–88",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "2025 value has the p.96 check mark for selected metrics subject to third-party limited assurance; no independent ThirstyAI remeasurement",
      "caveat": "Not AI-only. Reported water excludes seawater and brackish water. Consumption = withdrawal minus discharge; some values may be estimated. Years and fleets differ."
    },
    {
      "observation_id": "CORP05",
      "company": "Google",
      "metric": "PUE",
      "value": 1.09,
      "unit": "facility kWh / IT kWh",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Data-center fleet",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.15, fleet-wide average PUE",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ."
    },
    {
      "observation_id": "CORP06",
      "company": "Google",
      "metric": "WUE",
      "value": null,
      "unit": "not extracted",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Latest annual report",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "Report searched for WUE; no compatible fleet value located",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "No numeric value extracted from this annual report. Do not substitute the older Gemini serving-study WUE."
    },
    {
      "observation_id": "CORP07",
      "company": "Microsoft",
      "metric": "withdrawal",
      "value": 13266.0,
      "unit": "ML",
      "period": "FY2025 ended 2025-06-30",
      "geography": "Global",
      "scope": "Enterprise offices, owned/leased datacenters and labs",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "MS26DATA",
      "locator": "PDF p.7, Table 8, FY25",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Management assertion and selected-metric review scope; not independently remeasured here",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ."
    },
    {
      "observation_id": "CORP08",
      "company": "Microsoft",
      "metric": "consumption",
      "value": 8170.0,
      "unit": "ML",
      "period": "FY2025 ended 2025-06-30",
      "geography": "Global",
      "scope": "Enterprise offices, owned/leased datacenters and labs",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "MS26DATA",
      "locator": "PDF p.7, Table 8, FY25",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Management assertion and selected-metric review scope; not independently remeasured here",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ."
    },
    {
      "observation_id": "CORP09",
      "company": "Microsoft",
      "metric": "PUE",
      "value": 1.17,
      "unit": "facility kWh / IT kWh",
      "period": "FY2025 ended 2025-06-30",
      "geography": "Global",
      "scope": "Data-center global average",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "MS26REPORT",
      "locator": "PDF p.23, Datacenters energy",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ."
    },
    {
      "observation_id": "CORP10",
      "company": "Microsoft",
      "metric": "WUE",
      "value": 0.27,
      "unit": "L/kWh (publisher definition)",
      "period": "FY2025 ended 2025-06-30",
      "geography": "Global",
      "scope": "Owned datacenters",
      "water_metric": "water_use_unspecified",
      "energy_denominator": "energy_use_unspecified",
      "evidence_type": "company_reported",
      "source_id": "MS26REPORT",
      "locator": "PDF p.24; definition endnote 12 p.64",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "Inspected 2026 definition says cooling/humidification water use divided by energy, without explicitly resolving withdrawal vs consumption and IT denominator. Not accepted as consumptive WUE by the calculator."
    },
    {
      "observation_id": "CORP11",
      "company": "Meta",
      "metric": "withdrawal",
      "value": 5637.0,
      "unit": "ML",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Operations excluding separately disclosed construction",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.9, section 3.1, 2024 column",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ."
    },
    {
      "observation_id": "CORP12",
      "company": "Meta",
      "metric": "consumption",
      "value": 3123.0,
      "unit": "ML",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Operations",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.11, section 3.2, 2024 column",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ."
    },
    {
      "observation_id": "CORP13",
      "company": "Meta",
      "metric": "withdrawal",
      "value": 4145.0,
      "unit": "ML",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Data centers",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.9, section 3.1, 2024 column",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ."
    },
    {
      "observation_id": "CORP14",
      "company": "Meta",
      "metric": "consumption",
      "value": 2974.0,
      "unit": "ML",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Data centers",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.11, section 3.2, 2024 column",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ."
    },
    {
      "observation_id": "CORP15",
      "company": "Meta",
      "metric": "PUE",
      "value": 1.08,
      "unit": "facility kWh / IT kWh",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Data centers",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.8, section 2.4, 2024 column",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ."
    },
    {
      "observation_id": "CORP16",
      "company": "Meta",
      "metric": "WUE",
      "value": null,
      "unit": "L / IT kWh",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Data centers",
      "water_metric": "withdrawal",
      "energy_denominator": "IT_kWh",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.18, methodology PUE/WUE",
      "confidence": "High",
      "confidence_basis": "Confidence in verified extraction, not independent measurement or causal certainty",
      "assurance": "Selected metrics subject to limited assurance; not independently remeasured by this project",
      "caveat": "Definition is withdrawal-based. No fleet numeric WUE located in inspected current report/index; preserve missing value."
    }
  ],
  "locations": [
    {
      "location_id": "LOC01",
      "company": "Google",
      "location": "Henderson, Nevada",
      "value": 239.4,
      "unit": "million gallons (as reported)",
      "period": "2025",
      "water_metric": "consumption",
      "source_id": "GOOGLE26",
      "locator": "PDF p.97 Water use by data center location, Henderson NV",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed."
    },
    {
      "location_id": "LOC02",
      "company": "Google",
      "location": "Quilicura, Chile",
      "value": 143.0,
      "unit": "million gallons (as reported)",
      "period": "2025",
      "water_metric": "consumption",
      "source_id": "GOOGLE26",
      "locator": "PDF p.97 Water use by data center location, Quilicura",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed."
    },
    {
      "location_id": "LOC03",
      "company": "Google",
      "location": "Mesa, Arizona",
      "value": 9.7,
      "unit": "million gallons (as reported)",
      "period": "2025",
      "water_metric": "consumption",
      "source_id": "GOOGLE26",
      "locator": "PDF p.97 Water use by data center location, Mesa AZ",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed."
    },
    {
      "location_id": "LOC04",
      "company": "Microsoft",
      "location": "Phoenix, Arizona",
      "value": 981.0,
      "unit": "ML",
      "period": "FY2025 ended 2025-06-30",
      "water_metric": "withdrawal",
      "source_id": "MS26DATA",
      "locator": "PDF p.25 Table 15 Phoenix AZ; exclusions p.26",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed."
    },
    {
      "location_id": "LOC05",
      "company": "Microsoft",
      "location": "Singapore",
      "value": 423.0,
      "unit": "ML",
      "period": "FY2025 ended 2025-06-30",
      "water_metric": "withdrawal",
      "source_id": "MS26DATA",
      "locator": "PDF p.25 Table 15 Singapore; 99% non-potable; exclusions p.26",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed."
    },
    {
      "location_id": "LOC06",
      "company": "Meta",
      "location": "Los Lunas, New Mexico",
      "value": 252.0,
      "unit": "ML",
      "period": "2024",
      "water_metric": "withdrawal",
      "source_id": "META25",
      "locator": "PDF p.9 Water withdrawal by facility, Los Lunas NM",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed."
    },
    {
      "location_id": "LOC07",
      "company": "Meta",
      "location": "Mesa, Arizona",
      "value": 57.0,
      "unit": "ML",
      "period": "2024",
      "water_metric": "withdrawal",
      "source_id": "META25",
      "locator": "PDF p.9 Water withdrawal by facility, Mesa AZ",
      "confidence": "High",
      "scope": "Published location/campus aggregate; not AI-only",
      "caveat": "Curated example, not exhaustive facility inventory. No coordinate or basin guessed."
    }
  ],
  "release": "0.2.1",
  "reviewed": "2026-10-22",
  "coverage": {
    "india_states_uts": 36,
    "facility_water_records": 7,
    "global_water_total": null
  },
  "sources": [
    {
      "id": "IEA26",
      "title": "Key Questions on Energy and AI (2026)",
      "publisher": "International Energy Agency",
      "url": "https://www.iea.org/reports/key-questions-on-energy-and-ai/executive-summary",
      "locator": "Executive summary: updated data centre electricity demand outlook",
      "scope": "All data centres; global electricity",
      "licence": "CC BY 4.0 stated by publisher",
      "anchor": "950"
    },
    {
      "id": "CGWB25",
      "title": "Findings of Dynamic Groundwater Resources Assessment",
      "publisher": "Ministry of Jal Shakti / PIB",
      "url": "https://www.pib.gov.in/PressReleasePage.aspx?PRID=2206073&lang=1&reg=3",
      "locator": "Annexure I: State-wise ground water resources of India, 2025",
      "scope": "India state/UT annual groundwater; all uses",
      "licence": "Source facts attributed; no blanket licence asserted; raw document excluded",
      "anchor": "156.36"
    },
    {
      "id": "GOOGLE25",
      "title": "Measuring the environmental impact of delivering AI at Google Scale",
      "publisher": "Elsworth et al. / Google",
      "url": "https://arxiv.org/html/2508.15734v1",
      "locator": "Section 3.3 and Table 2; May 2025",
      "scope": "Median Gemini Apps text prompt; direct consumptive cooling water",
      "licence": "CC BY 4.0 on article",
      "anchor": "0.26"
    },
    {
      "id": "WRI23",
      "title": "Aqueduct 4.0 technical note",
      "publisher": "World Resources Institute",
      "url": "https://www.wri.org/research/aqueduct-40-updated-decision-relevant-global-water-risk-indicators",
      "locator": "Technical note: screening limits and future periods",
      "scope": "Modeled water context, not local facility impact",
      "licence": "Creative Commons stated; dataset-specific terms need review before ingestion",
      "anchor": "prioritization"
    },
    {
      "id": "MS24",
      "title": "Next-generation datacenters consume zero water for cooling",
      "publisher": "Microsoft",
      "url": "https://www.microsoft.com/en-us/microsoft-cloud/blog/2024/12/09/sustainable-by-design-next-generation-datacenters-consume-zero-water-for-cooling/",
      "locator": "Mitigating energy impacts; footnote FY2024 withdrawal WUE",
      "scope": "Company design disclosure; not fleet conversion evidence",
      "licence": "Publisher copyright; raw article excluded",
      "anchor": "withdrawal"
    },
    {
      "id": "LBNL26",
      "title": "United States Data Center Energy Usage Report: 2025 Update",
      "publisher": "Lawrence Berkeley National Laboratory",
      "url": "https://bies.lbl.gov/publications/united-states-data-center-energy-2025",
      "locator": "Publication abstract; June 2026; Reference Case",
      "scope": "All US data centres; electricity scenarios",
      "licence": "Metadata/facts attributed; full report terms need review",
      "anchor": "649"
    },
    {
      "id": "GOOGLE26",
      "title": "Google 2026 Environmental Report",
      "publisher": "Google",
      "url": "https://sustainability.google/files/google-2026-environmental-report.pdf",
      "locator": "PDF pp.96–97; water methodology pp.87–88; PUE p.15",
      "scope": "Company-reported environmental disclosure; not AI-only",
      "licence": "Publisher copyright; attributed extracted facts only; raw document excluded",
      "anchor": "PDF manual locator review",
      "human_reviewed": true
    },
    {
      "id": "MS26DATA",
      "title": "Microsoft 2026 Environmental Data Fact Sheet",
      "publisher": "Microsoft",
      "url": "https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/microsoft/msc/documents/presentations/CSR/2026-Microsoft-Environmental-Data-Fact-Sheet-PDF.pdf",
      "locator": "Tables 8 and 15, PDF pp.7,25-26; inventory methods pp.18-19",
      "scope": "Company-reported environmental disclosure; not AI-only",
      "licence": "Publisher copyright; attributed extracted facts only; raw document excluded",
      "anchor": "PDF manual locator review",
      "human_reviewed": true
    },
    {
      "id": "MS26REPORT",
      "title": "Microsoft 2026 Environmental Sustainability Report",
      "publisher": "Microsoft",
      "url": "https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/microsoft/msc/documents/presentations/CSR/2026-Microsoft-Environmental-Sustainability-Report-PDF.pdf",
      "locator": "PDF pp.23-24; WUE definition endnote 12 p.64",
      "scope": "Company-reported environmental disclosure; not AI-only",
      "licence": "Publisher copyright; attributed extracted facts only; raw document excluded",
      "anchor": "PDF manual locator review",
      "human_reviewed": true
    },
    {
      "id": "META25",
      "title": "Meta 2025 Environmental Data Index",
      "publisher": "Meta",
      "url": "https://sustainability.atmeta.com/asset/2025-environmental-data-index/",
      "locator": "FY2024; PDF pp.8-11,18; facility withdrawal p.9",
      "scope": "Company-reported environmental disclosure; not AI-only",
      "licence": "Publisher copyright; attributed extracted facts only; raw document excluded",
      "anchor": "PDF manual locator review",
      "human_reviewed": true
    },
    {
      "id": "META25REPORT",
      "title": "Meta 2025 Sustainability Report",
      "publisher": "Meta",
      "url": "https://sustainability.atmeta.com/asset/2025-sustainability-report/",
      "locator": "2024 reporting; current publisher reporting page",
      "scope": "Company-reported environmental disclosure; not AI-only",
      "licence": "Publisher copyright; attributed extracted facts only; raw document excluded",
      "anchor": "PDF manual locator review",
      "human_reviewed": true
    },
    {
      "id": "META25ASSURANCE",
      "title": "Meta Independent Accountants Review linked from 2025 report",
      "publisher": "Meta / Ernst & Young",
      "url": "https://sustainability.atmeta.com/asset/2025-independent-accountants-review-report/",
      "locator": "Selected metrics, water withdrawal and consumption; not a whole-report audit",
      "scope": "Company-reported environmental disclosure; not AI-only",
      "licence": "Publisher copyright; attributed extracted facts only; raw document excluded",
      "anchor": "PDF manual locator review",
      "human_reviewed": true
    },
    {
      "id": "WRIADMIN",
      "title": "Aqueduct 4.0 administrative rankings workbook",
      "publisher": "World Resources Institute",
      "url": "https://files.wri.org/aqueduct/aqueduct-4-0-country-rankings.zip",
      "locator": "province_baseline sheet; indicator bws; weight Tot; 1979-2019 baseline",
      "scope": "Demand-weighted state/province context, not facility measurement",
      "licence": "CC BY 4.0, confirmed in wri/Aqueduct40 README",
      "anchor": "",
      "human_reviewed": true
    },
    {
      "id": "WRILICENCE",
      "title": "Aqueduct 4.0 public documentation and licence",
      "publisher": "World Resources Institute",
      "url": "https://raw.githubusercontent.com/wri/Aqueduct40/master/README.md",
      "locator": "README licence paragraph",
      "scope": "Dataset licence and documentation",
      "licence": "CC BY 4.0",
      "anchor": "CC BY 4.0",
      "human_reviewed": true
    },
    {
      "id": "WRIINDIA26",
      "title": "More Than Half of India’s Data Centres Are in Water-Stressed Regions",
      "publisher": "WRI India",
      "url": "https://wri-india.org/data/more-half-indias-data-centres-are-water-stressed-regions",
      "locator": "18 May 2026, main text and linked infographic; underlying sources named",
      "scope": "Published India data-centre distribution analysis; not independently recreated here",
      "licence": "Attributed summary only; no third-party infographic copied",
      "anchor": "278",
      "human_reviewed": true
    },
    {
      "id": "NREL12",
      "title": "Operational water consumption and withdrawal factors for electricity generating technologies",
      "publisher": "Macknick et al. / NREL",
      "url": "https://research-hub.nlr.gov/en/publications/operational-water-consumption-and-withdrawal-factors-for-electric-4/",
      "locator": "Abstract; DOI 10.1088/1748-9326/7/4/045802; 2012",
      "scope": "US electricity technologies; literature synthesis, not a current global grid factor",
      "licence": "Publisher copyright; links and attributed facts only; no raw document distributed",
      "anchor": "",
      "human_reviewed": true,
      "review_note": "Opened source and reviewed stated locator; no numeric headline extracted"
    },
    {
      "id": "TSMC26",
      "title": "TSMC 2025 Sustainability Report now available",
      "publisher": "TSMC",
      "url": "https://esg.tsmc.com/en-US/articles/414",
      "locator": "20 August 2026; Water Positive commitment section",
      "scope": "Semiconductor manufacturing company disclosure, not AI-only allocation",
      "licence": "Publisher copyright; links and attributed facts only; no raw document distributed",
      "anchor": "",
      "human_reviewed": true,
      "review_note": "Opened source and reviewed stated locator; no numeric headline extracted"
    },
    {
      "id": "TSMCWATER26",
      "title": "Supplier wastewater governance",
      "publisher": "TSMC",
      "url": "https://esg.tsmc.com.tw/en-US/articles/413",
      "locator": "7 July 2026; Identifying Risks via Three Key Indicators",
      "scope": "Semiconductor supply-chain wastewater management; self-reported programme",
      "licence": "Publisher copyright; links and attributed facts only; no raw document distributed",
      "anchor": "",
      "human_reviewed": true,
      "review_note": "Opened source and reviewed stated locator; no numeric headline extracted"
    },
    {
      "id": "METAVWB24",
      "title": "2024 Volumetric Water Benefits",
      "publisher": "Meta / LimnoTech",
      "url": "https://sustainability.atmeta.com/asset/2024-volumetric-water-benefits/",
      "locator": "August 2025; PDF pp.5,9,17,25; risk method, Prineville, Los Lunas, Mesa",
      "scope": "Company-commissioned restoration and basin context, not a causal harm study",
      "licence": "Publisher copyright; links and attributed facts only; no raw document distributed",
      "anchor": "",
      "human_reviewed": true,
      "review_note": "Opened source and reviewed stated locator; no numeric headline extracted"
    }
  ],
  "claims": [
    {
      "id": "C01",
      "title": "Data-centre electricity demand, 2025",
      "value": 485,
      "unit": "TWh/year",
      "period": "2025",
      "geography": "Global",
      "scope": "All data centres, not AI alone",
      "evidence_type": "IEA estimate",
      "source_id": "IEA26",
      "locator": "Executive summary, updated demand outlook paragraph",
      "caveat": "Electricity, not water; report vintage 2026.",
      "confidence": "High",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "C02",
      "title": "Data-centre electricity demand, 2030",
      "value": 950,
      "unit": "TWh/year",
      "period": "2030",
      "geography": "Global",
      "scope": "All data centres, not AI alone",
      "evidence_type": "IEA projection",
      "source_id": "IEA26",
      "locator": "Executive summary, updated demand outlook paragraph",
      "caveat": "Conditional central projection; not a measured future outcome.",
      "confidence": "Medium",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "C03",
      "title": "India groundwater stage of extraction",
      "value": 60.63,
      "unit": "%",
      "period": "2025",
      "geography": "India",
      "scope": "Annual extraction divided by annual extractable groundwater; all uses",
      "evidence_type": "Government reported",
      "source_id": "CGWB25",
      "locator": "Main text and Annexure I, Grand Total",
      "caveat": "Not the percentage of stored groundwater depleted. Does not attribute extraction to AI.",
      "confidence": "High",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "C04",
      "title": "Median Gemini Apps text-prompt serving energy",
      "value": 0.24,
      "unit": "Wh/prompt",
      "period": "May 2025",
      "geography": "Google serving fleet",
      "scope": "Company-authored serving methodology, including facility overhead",
      "evidence_type": "Production study",
      "source_id": "GOOGLE25",
      "locator": "Table 2, comprehensive approach",
      "caveat": "Not every prompt or model; do not apply PUE again to facility-energy metric.",
      "confidence": "High",
      "water_metric": "not_applicable",
      "energy_denominator": "facility_energy"
    },
    {
      "id": "C05",
      "title": "Median Gemini Apps text-prompt cooling water",
      "value": 0.26,
      "unit": "mL/prompt",
      "period": "May 2025",
      "geography": "Google serving fleet",
      "scope": "Allocated direct consumptive cooling water; previous-year WUE",
      "evidence_type": "Company-modeled allocation",
      "source_id": "GOOGLE25",
      "locator": "Section 3.3 and Table 2",
      "caveat": "Not electricity-related or full lifecycle water. Cannot be generalized to all AI tasks.",
      "confidence": "Medium",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "C06",
      "title": "US data-centre electricity reference case",
      "value": 649,
      "unit": "TWh/year",
      "period": "2030",
      "geography": "United States",
      "scope": "All US data centres; 2025 Update published June 2026",
      "evidence_type": "LBNL projection",
      "source_id": "LBNL26",
      "locator": "Official publication abstract, Reference Case",
      "caveat": "Different model from IEA; not a water total. Do not combine projections as observations.",
      "confidence": "Medium",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP01",
      "title": "Google withdrawal",
      "value": 14689,
      "unit": "million gallons (as reported)",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Global operations",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.96 Water use by data centers and offices, 2025; water methodology pp.87–88",
      "caveat": "Not AI-only. Reported water excludes seawater and brackish water. Consumption = withdrawal minus discharge; some values may be estimated. Years and fleets differ.",
      "confidence": "High",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP02",
      "title": "Google consumption",
      "value": 10869,
      "unit": "million gallons (as reported)",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Global operations",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.96 Water use by data centers and offices, 2025; water methodology pp.87–88",
      "caveat": "Not AI-only. Reported water excludes seawater and brackish water. Consumption = withdrawal minus discharge; some values may be estimated. Years and fleets differ.",
      "confidence": "High",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP03",
      "title": "Google withdrawal",
      "value": 13562,
      "unit": "million gallons (as reported)",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Operational data centers: owned and fully leased",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.96 Water use by data centers and offices, 2025; water methodology pp.87–88",
      "caveat": "Not AI-only. Reported water excludes seawater and brackish water. Consumption = withdrawal minus discharge; some values may be estimated. Years and fleets differ.",
      "confidence": "High",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP04",
      "title": "Google consumption",
      "value": 10523,
      "unit": "million gallons (as reported)",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Operational data centers: owned and fully leased",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.96 Water use by data centers and offices, 2025; water methodology pp.87–88",
      "caveat": "Not AI-only. Reported water excludes seawater and brackish water. Consumption = withdrawal minus discharge; some values may be estimated. Years and fleets differ.",
      "confidence": "High",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP05",
      "title": "Google PUE",
      "value": 1.09,
      "unit": "facility kWh / IT kWh",
      "period": "2025-01-01/2025-12-31",
      "geography": "Global",
      "scope": "Data-center fleet",
      "evidence_type": "company_reported",
      "source_id": "GOOGLE26",
      "locator": "PDF p.15, fleet-wide average PUE",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ.",
      "confidence": "High",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP07",
      "title": "Microsoft withdrawal",
      "value": 13266,
      "unit": "ML",
      "period": "FY2025 ended 2025-06-30",
      "geography": "Global",
      "scope": "Enterprise offices, owned/leased datacenters and labs",
      "evidence_type": "company_reported",
      "source_id": "MS26DATA",
      "locator": "PDF p.7, Table 8, FY25",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ.",
      "confidence": "High",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP08",
      "title": "Microsoft consumption",
      "value": 8170,
      "unit": "ML",
      "period": "FY2025 ended 2025-06-30",
      "geography": "Global",
      "scope": "Enterprise offices, owned/leased datacenters and labs",
      "evidence_type": "company_reported",
      "source_id": "MS26DATA",
      "locator": "PDF p.7, Table 8, FY25",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ.",
      "confidence": "High",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP09",
      "title": "Microsoft PUE",
      "value": 1.17,
      "unit": "facility kWh / IT kWh",
      "period": "FY2025 ended 2025-06-30",
      "geography": "Global",
      "scope": "Data-center global average",
      "evidence_type": "company_reported",
      "source_id": "MS26REPORT",
      "locator": "PDF p.23, Datacenters energy",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ.",
      "confidence": "High",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP10",
      "title": "Microsoft WUE",
      "value": 0.27,
      "unit": "L/kWh (publisher definition)",
      "period": "FY2025 ended 2025-06-30",
      "geography": "Global",
      "scope": "Owned datacenters",
      "evidence_type": "company_reported",
      "source_id": "MS26REPORT",
      "locator": "PDF p.24; definition endnote 12 p.64",
      "caveat": "Inspected 2026 definition says cooling/humidification water use divided by energy, without explicitly resolving withdrawal vs consumption and IT denominator. Not accepted as consumptive WUE by the calculator.",
      "confidence": "High",
      "water_metric": "water_use_unspecified",
      "energy_denominator": "energy_use_unspecified"
    },
    {
      "id": "CORP11",
      "title": "Meta withdrawal",
      "value": 5637,
      "unit": "ML",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Operations excluding separately disclosed construction",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.9, section 3.1, 2024 column",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ.",
      "confidence": "High",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP12",
      "title": "Meta consumption",
      "value": 3123,
      "unit": "ML",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Operations",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.11, section 3.2, 2024 column",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ.",
      "confidence": "High",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP13",
      "title": "Meta withdrawal",
      "value": 4145,
      "unit": "ML",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Data centers",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.9, section 3.1, 2024 column",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ.",
      "confidence": "High",
      "water_metric": "withdrawal",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP14",
      "title": "Meta consumption",
      "value": 2974,
      "unit": "ML",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Data centers",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.11, section 3.2, 2024 column",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ.",
      "confidence": "High",
      "water_metric": "consumption",
      "energy_denominator": "not_applicable"
    },
    {
      "id": "CORP15",
      "title": "Meta PUE",
      "value": 1.08,
      "unit": "facility kWh / IT kWh",
      "period": "2024-01-01/2024-12-31",
      "geography": "Global",
      "scope": "Data centers",
      "evidence_type": "company_reported",
      "source_id": "META25",
      "locator": "PDF p.8, section 2.4, 2024 column",
      "caveat": "Not AI-only; reporting periods, fleets and water definitions differ.",
      "confidence": "High",
      "water_metric": "not_applicable",
      "energy_denominator": "not_applicable"
    }
  ],
  "india": [
    {
      "state": "Andhra Pradesh",
      "recharge_bcm": 26.34,
      "extractable_bcm": 25.02,
      "extraction_bcm": 7.88,
      "stage_pct": 31.51,
      "year": 2025,
      "source_id": "CGWB25",
      "evidence_type": "government_reported",
      "scope": "state_or_UT_all_uses",
      "locator": "Annexure I row 1"
    },
    {
      "state": "Arunachal Pradesh",
      "recharge_bcm": 3.69,
      "extractable_bcm": 3.29,
      "extraction_bcm": 0.01,
      "stage_pct": 0.41,
      "year": 2025,
      "source_id": "CGWB25",
      "evidence_type": "government_reported",
      "scope": "state_or_UT_all_uses",
      "locator": "Annexure I row 2"
    },
    {
      "state": "Assam",
      "recharge_bcm": 26.36,
      "extractable_bcm": 20.29,
      "extraction_bcm": 2.93,
      "stage_pct": 14.45,
      "year": 2025,
      "source_id": "CGWB25",
      "evidence_type": "government_reported",
      "scope": "state_or_UT_all_uses",
      "locator": "Annexure I row 3"
    },
    {
      "state": "Bihar",
      "recharge_bcm": 34.51,
      "extractable_bcm": 31.32,
      "extraction_bcm": 14.47,
      "stage_pct": 46.2,
      "year": 2025,
      "source_id": "CGWB25",
      "evidence_type": "government_reported",
      "scope": "state_or_UT_all_uses",
      "locator": "Annexure I row 4"
    },
    {
      "state": "Chhattisgarh",
      "recharge_bcm": 14.3,
      "extractable_bcm": 13.07,
      "extraction_bcm": 6.3,
      "stage_pct": 48.18,
      "year": 2025,
      "source_id": "CGWB25",
      "evidence_type": "government_reported",
      "scope": "state_or_UT_all_uses",
      "locator": "Annexure I row 5"
    },
    {
      "state": "Goa",
      "recharge_bcm": 0.38,
      "extractable_bcm": 0.31,
      "extraction_bcm": 0.07,
      "stage_pct": 23.3,
      "year": 2025,
      "source_id": "CGWB25",
      "evidence_type": "government_reported",
      "scope": "state_or_UT_all_uses",
      "locator": "Annexure I row 6"
    },
    {
      "state": "Gujarat",
      "recharge_bcm": 27.58,
      "extractable_bcm": 25.61,
      "extraction_bcm": 14.33,
      "stage_pct": 55.95,
      "year": 2025,
      "source_id": "CGWB25",
      "evidence_type": "government_reported",
      "scope": "state_or_UT_all_uses",
      "locator": "Annexure I row 7"
    },
    {
      "state": "Haryana",
      "recharge_bcm": 10.27,
      "extractable_bcm": 9.3,
      "extraction_bcm": 12.72,
      "stage_pct": 136.75,
      "year": 2025,
      "source_id": "CGWB25",
      "evidence_type": "government_reported",
      "scope": "state_or_UT_all_uses",
      "locator": "Annexure I row 8"
    },
    {
      "state": "Himachal Pradesh",
      "recharge_bcm": 1.12,
      "extractable_bcm": 1.01,
      "extraction_bcm": 0.39,
      "stage_pct": 38.5,
      "year": 2025,
      "source_id": "CGWB25",
      "evidence_type": "government_reported",
      "scope": "state_or_UT_all_uses",
      "locator": "Annexure I row 9"
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