{
  "schemaVersion": 1,
  "datasetId": "ki-nutzungsatlas-de-eu",
  "generatedAt": "2026-07-22T11:13:28.323Z",
  "dateModified": "2026-06-15",
  "surveyBoundary": {
    "enterprise": "Enterprises with at least 10 employees and self-employed persons in covered NACE Rev. 2 activities, excluding the financial sector.",
    "individuals": "Individuals aged 16 to 74; use of generative AI tools during the three months before the survey.",
    "separateUniverses": true,
    "noCompositeScore": true,
    "noGenerativeClassification": true
  },
  "country": {
    "code": "IE",
    "slug": "irland",
    "name": {
      "de": "Irland",
      "en": "Ireland"
    },
    "kind": "country",
    "dateModified": "2026-06-15",
    "enterprise": {
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        "code": "E_AI_TANY",
        "year": "2025",
        "value": 19.64,
        "status": null,
        "unit": "PC_ENT",
        "updatedAt": "2026-06-15T09:00:00.000Z"
      },
      "timeline": [
        {
          "code": "E_AI_TANY",
          "year": "2021",
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          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TANY",
          "year": "2023",
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          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TANY",
          "year": "2024",
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          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TANY",
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          "updatedAt": "2026-06-15T09:00:00.000Z"
        }
      ],
      "sizes": [
        {
          "code": "GE10",
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          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "10-49",
          "year": "2025",
          "value": 16.75,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "50-249",
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          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "GE250",
          "year": "2025",
          "value": 57.27,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        }
      ],
      "technologies": [
        {
          "code": "E_AI_TTM",
          "year": "2025",
          "value": 10.52,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TSR",
          "year": "2025",
          "value": 5.81,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TNLG",
          "year": "2025",
          "value": 9.04,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TPVSG",
          "year": "2025",
          "value": 5.65,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TIR",
          "year": "2025",
          "value": 2.72,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TML",
          "year": "2025",
          "value": 5.82,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TPA",
          "year": "2025",
          "value": 5.99,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "E_AI_TAR",
          "year": "2025",
          "value": 0.82,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        }
      ],
      "sectors": [
        {
          "code": "C",
          "year": "2025",
          "value": 17.66,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "F",
          "year": "2025",
          "value": 9.2,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "G",
          "year": "2025",
          "value": 13.13,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "H",
          "year": "2025",
          "value": 16.76,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "I",
          "year": "2025",
          "value": 13.55,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "J",
          "year": "2025",
          "value": 59.82,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "L_M",
          "year": "2025",
          "value": 30.15,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        },
        {
          "code": "N",
          "year": "2025",
          "value": 25.61,
          "status": null,
          "unit": "PC_ENT",
          "updatedAt": "2026-06-15T09:00:00.000Z"
        }
      ],
      "rank": 14,
      "deltaToEu": -0.31
    },
    "individuals": {
      "latest": {
        "code": "I_IUAI",
        "year": "2025",
        "value": 44.93,
        "status": null,
        "unit": "PC_IND",
        "updatedAt": "2026-06-05T09:00:00.000Z"
      },
      "purposes": [
        {
          "code": "I_IUAI",
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          "value": 44.93,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "I_IUAIPR",
          "year": "2025",
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          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "I_IUAIWP",
          "year": "2025",
          "value": 22.44,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "I_IUAIFE",
          "year": "2025",
          "value": 12.53,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        }
      ],
      "demographics": [
        {
          "code": "Y16_24",
          "year": "2025",
          "value": 66.45,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "Y25_54",
          "year": "2025",
          "value": 50.94,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "Y55_74",
          "year": "2025",
          "value": 18.03,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "M_Y16_74",
          "year": "2025",
          "value": 49.62,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "F_Y16_74",
          "year": "2025",
          "value": 40.3,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "I0_2",
          "year": "2025",
          "value": 48.52,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "I3_4",
          "year": "2025",
          "value": 43.86,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "I5_8",
          "year": "2025",
          "value": 44.05,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "IND_DEG1",
          "year": "2025",
          "value": 45.57,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "IND_DEG2",
          "year": "2025",
          "value": 50.01,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "IND_DEG3",
          "year": "2025",
          "value": 43.73,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "STUD",
          "year": "2025",
          "value": 66.04,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "SAL_SELF_FAM",
          "year": "2025",
          "value": 45.09,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        },
        {
          "code": "UNE",
          "year": "2025",
          "value": 43,
          "status": null,
          "unit": "PC_IND",
          "updatedAt": "2026-06-05T09:00:00.000Z"
        }
      ],
      "rank": 5,
      "deltaToEu": 12.27
    }
  },
  "revisions": [
    {
      "id": "r00000001-e00001",
      "observedAt": "2026-07-22T11:09:42.362Z",
      "revision": 1,
      "kind": "source_baseline_observed",
      "sourceId": "eurostat-enterprise-timeline"
    },
    {
      "id": "r00000001-e00003",
      "observedAt": "2026-07-22T11:09:42.362Z",
      "revision": 1,
      "kind": "source_baseline_observed",
      "sourceId": "eurostat-enterprise-sector"
    },
    {
      "id": "r00000001-e00004",
      "observedAt": "2026-07-22T11:09:42.362Z",
      "revision": 1,
      "kind": "source_baseline_observed",
      "sourceId": "eurostat-enterprise-size"
    },
    {
      "id": "r00000001-e00005",
      "observedAt": "2026-07-22T11:09:42.362Z",
      "revision": 1,
      "kind": "source_baseline_observed",
      "sourceId": "eurostat-enterprise-technology"
    },
    {
      "id": "r00000001-e00006",
      "observedAt": "2026-07-22T11:09:42.362Z",
      "revision": 1,
      "kind": "source_baseline_observed",
      "sourceId": "eurostat-individual-use"
    }
  ],
  "sourceQueries": [
    {
      "id": "eurostat-enterprise-timeline",
      "dataset": "isoc_eb_ai",
      "label": {
        "de": "KI-Nutzung in Unternehmen nach Land und Jahr",
        "en": "Enterprise AI use by country and year"
      },
      "url": "https://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/isoc_eb_ai?lang=en&freq=A&size_emp=GE10&nace_r2=C10-S951_X_K&indic_is=E_AI_TANY&unit=PC_ENT&time=2021&time=2023&time=2024&time=2025",
      "updatedAt": "2026-06-15T09:00:00.000Z",
      "observationCount": 112,
      "availableCount": 112,
      "missingCount": 0,
      "flaggedCount": 3
    },
    {
      "id": "eurostat-enterprise-size",
      "dataset": "isoc_eb_ai",
      "label": {
        "de": "KI-Nutzung nach Unternehmensgröße",
        "en": "Enterprise AI use by size"
      },
      "url": "https://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/isoc_eb_ai?lang=en&freq=A&size_emp=10-49&size_emp=50-249&size_emp=GE250&nace_r2=C10-S951_X_K&indic_is=E_AI_TANY&unit=PC_ENT&time=2021&time=2023&time=2024&time=2025",
      "updatedAt": "2026-06-15T09:00:00.000Z",
      "observationCount": 112,
      "availableCount": 112,
      "missingCount": 0,
      "flaggedCount": 2
    },
    {
      "id": "eurostat-enterprise-technology",
      "dataset": "isoc_eb_ai",
      "label": {
        "de": "Eingesetzte KI-Technologien",
        "en": "AI technologies used"
      },
      "url": "https://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/isoc_eb_ai?lang=en&freq=A&size_emp=GE10&nace_r2=C10-S951_X_K&indic_is=E_AI_TTM&indic_is=E_AI_TSR&indic_is=E_AI_TNLG&indic_is=E_AI_TIR&indic_is=E_AI_TML&indic_is=E_AI_TPA&indic_is=E_AI_TAR&indic_is=E_AI_TPVSG&unit=PC_ENT&time=2021&time=2023&time=2024&time=2025",
      "updatedAt": "2026-06-15T09:00:00.000Z",
      "observationCount": 224,
      "availableCount": 224,
      "missingCount": 0,
      "flaggedCount": 2
    },
    {
      "id": "eurostat-enterprise-sector",
      "dataset": "isoc_eb_ain2",
      "label": {
        "de": "KI-Nutzung nach Wirtschaftszweig",
        "en": "Enterprise AI use by economic activity"
      },
      "url": "https://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/isoc_eb_ain2?lang=en&freq=A&size_emp=GE10&nace_r2=C&nace_r2=C10-S951_X_K&nace_r2=F&nace_r2=G&nace_r2=H&nace_r2=I&nace_r2=J&nace_r2=L_M&nace_r2=N&indic_is=E_AI_TANY&unit=PC_ENT&time=2021&time=2023&time=2024&time=2025",
      "updatedAt": "2026-06-15T09:00:00.000Z",
      "observationCount": 224,
      "availableCount": 220,
      "missingCount": 4,
      "flaggedCount": 5
    },
    {
      "id": "eurostat-individual-use",
      "dataset": "isoc_ai_iaiu",
      "label": {
        "de": "Nutzung generativer KI durch Menschen",
        "en": "Individual use of generative AI"
      },
      "url": "https://ec.europa.eu/eurostat/api/dissemination/statistics/1.0/data/isoc_ai_iaiu?lang=en&freq=A&ind_type=IND_TOTAL&ind_type=Y16_24&ind_type=Y25_54&ind_type=Y55_74&ind_type=M_Y16_74&ind_type=F_Y16_74&ind_type=I0_2&ind_type=I3_4&ind_type=I5_8&ind_type=IND_DEG1&ind_type=IND_DEG2&ind_type=IND_DEG3&ind_type=SAL_SELF_FAM&ind_type=STUD&ind_type=UNE&indic_is=I_IUAI&indic_is=I_IUAIPR&indic_is=I_IUAIWP&indic_is=I_IUAIFE&unit=PC_IND&time=2025",
      "updatedAt": "2026-06-05T09:00:00.000Z",
      "observationCount": 1680,
      "availableCount": 1665,
      "missingCount": 15,
      "flaggedCount": 45
    }
  ],
  "methodology": {
    "enterpriseUniverse": "Enterprises with at least 10 employees and self-employed persons in covered NACE Rev. 2 activities, excluding the financial sector.",
    "individualUniverse": "Individuals aged 16 to 74; use of generative AI tools during the three months before the survey.",
    "boundaries": [
      "Enterprise and individual survey universes remain separate and are never combined into one adoption score.",
      "PC_ENT and PC_IND use different denominators and are never summed.",
      "Missing, confidential, low-reliability, break-in-series and definition-difference flags remain explicit; missing values are never converted to zero.",
      "Reference year, Eurostat dataset update time and i6eal observation time remain separate.",
      "Country ranks are descriptive ordering of the selected official value, not a quality assessment."
    ],
    "generativeAiUsed": false
  }
}