{
  "name": "Urbano DX AI Hiring Index",
  "url": "https://urbanodx.com/ai-hiring-index/",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "cite_as": "Source: Urbano DX AI Hiring Index, week 2026-W46, urbanodx.com/ai-hiring-index/ (CC BY 4.0)",
  "schema": 1,
  "week": "2026-W46",
  "generated_at": "2026-11-09T03:30:00Z",
  "source": "RoleFinder (jobs.urbanodx.com): public job ads read from employers' own applicant tracking systems",
  "method": {
    "terms": {
      "openai": [
        "ChatGPT",
        "OpenAI",
        "GPT-3.5",
        "GPT-4",
        "GPT-4o",
        "GPT-4.1",
        "GPT-5"
      ],
      "microsoft-copilot": [
        "Microsoft Copilot",
        "Microsoft 365 Copilot",
        "GitHub Copilot",
        "Copilot (capitalised)"
      ],
      "anthropic-claude": [
        "Claude",
        "Anthropic (with an AI context)"
      ],
      "google-gemini": [
        "Gemini (with an AI context)"
      ],
      "meta-llama": [
        "Llama (with an AI context)"
      ],
      "mistral": [
        "Mistral AI",
        "Mistral (with an AI context)"
      ],
      "llm-frameworks": [
        "LangChain",
        "LangGraph",
        "LlamaIndex",
        "Hugging Face"
      ],
      "generative-ai-general": [
        "LLMs",
        "LLM (not a law degree)",
        "large language model",
        "generative AI",
        "GenAI",
        "generative KI",
        "IA generativa",
        "IA générative",
        "generatywna AI",
        "große Sprachmodelle",
        "grands modèles de langage",
        "modelos de lenguaje grandes",
        "duże modele językowe"
      ]
    },
    "precision": {
      "openai": 0.99,
      "microsoft-copilot": 0.97,
      "anthropic-claude": 1,
      "google-gemini": 0.99,
      "meta-llama": 1,
      "mistral": 1,
      "llm-frameworks": 1,
      "generative-ai-general": 0.99
    },
    "precision_sample": 100,
    "precision_n": {
      "openai": 100,
      "microsoft-copilot": 100,
      "anthropic-claude": 100,
      "google-gemini": 100,
      "meta-llama": 12,
      "mistral": 15,
      "llm-frameworks": 100,
      "generative-ai-general": 100
    },
    "min_cell": 30,
    "region_min_postings": 2000,
    "notes": [
      "A mention is not an AI job: an ad can mention ChatGPT in a list of tools the team uses.",
      "Counted: the tool named as part of the job (a skill asked for, a tool the team uses or provides, the product or stack the role works on). Not counted: other things with the same name, AI companies named as customers, investors or partners, and notices about candidates using AI in applications or interviews.",
      "A tool is not counted on its maker's own ads (OpenAI on OpenAI's, Copilot on Microsoft's and GitHub's, Gemini on Google's).",
      "ai_postings counts ads naming at least one of the tools, including the general LLM and generative AI terms.",
      "Job boards that re-list other companies' ads (Jobgether) are left out.",
      "Employers are grouped across spellings and legal suffixes (Bosch and Robert Bosch GmbH are one). An employer whose name is only an applicant tracking board code or slug, and that could not be checked by hand, is left out of the employer tables; its ads still count in every total.",
      "Coverage follows the employers RoleFinder reads (about 33,000 career sites on 2026-11-05); week to week changes include changes in that coverage."
    ]
  },
  "tools": [
    {
      "slug": "openai",
      "name": "OpenAI / ChatGPT"
    },
    {
      "slug": "microsoft-copilot",
      "name": "Microsoft Copilot"
    },
    {
      "slug": "anthropic-claude",
      "name": "Anthropic Claude"
    },
    {
      "slug": "google-gemini",
      "name": "Google Gemini"
    },
    {
      "slug": "meta-llama",
      "name": "Meta Llama"
    },
    {
      "slug": "mistral",
      "name": "Mistral AI"
    },
    {
      "slug": "llm-frameworks",
      "name": "LLM frameworks"
    },
    {
      "slug": "generative-ai-general",
      "name": "LLMs and generative AI"
    }
  ],
  "regions": [
    {
      "slug": "united-kingdom",
      "name": "United Kingdom",
      "kind": "country",
      "active_postings": 13056,
      "ai_postings": 902,
      "tools": {
        "openai": 97,
        "microsoft-copilot": 167,
        "anthropic-claude": 258,
        "google-gemini": 34,
        "meta-llama": 5,
        "mistral": 3,
        "llm-frameworks": 61,
        "generative-ai-general": 631
      },
      "roles": [
        {
          "slug": "software-engineer",
          "name": "Software Engineer",
          "active_postings": 648,
          "ai_postings": 162
        },
        {
          "slug": "sales",
          "name": "Sales",
          "active_postings": 1468,
          "ai_postings": 95
        },
        {
          "slug": "ai-engineer",
          "name": "AI Engineer",
          "active_postings": 110,
          "ai_postings": 84
        },
        {
          "slug": "finance",
          "name": "Finance and Accounting",
          "active_postings": 781,
          "ai_postings": 49
        },
        {
          "slug": "research",
          "name": "Research and Science",
          "active_postings": 168,
          "ai_postings": 36
        },
        {
          "slug": "marketing",
          "name": "Marketing",
          "active_postings": 401,
          "ai_postings": 35
        },
        {
          "slug": "consultant",
          "name": "Consultant",
          "active_postings": 293,
          "ai_postings": 34
        },
        {
          "slug": "product-manager",
          "name": "Product Manager",
          "active_postings": 217,
          "ai_postings": 33
        },
        {
          "slug": "devops-engineer",
          "name": "DevOps Engineer",
          "active_postings": 185,
          "ai_postings": 31
        },
        {
          "slug": "full-stack-developer",
          "name": "Full Stack Developer",
          "active_postings": 56,
          "ai_postings": 23
        },
        {
          "slug": "customer-support",
          "name": "Customer Support",
          "active_postings": 348,
          "ai_postings": 22
        },
        {
          "slug": "designer",
          "name": "Designer",
          "active_postings": 149,
          "ai_postings": 22
        },
        {
          "slug": "security-engineer",
          "name": "Security Engineer",
          "active_postings": 113,
          "ai_postings": 22
        },
        {
          "slug": "data-scientist",
          "name": "Data Scientist",
          "active_postings": 86,
          "ai_postings": 22
        },
        {
          "slug": "legal",
          "name": "Legal and Compliance",
          "active_postings": 315,
          "ai_postings": 21
        },
        {
          "slug": "data-analyst",
          "name": "Data Analyst",
          "active_postings": 152,
          "ai_postings": 21
        },
        {
          "slug": "machine-learning-engineer",
          "name": "Machine Learning Engineer",
          "active_postings": 48,
          "ai_postings": 20
        },
        {
          "slug": "engineering-manager",
          "name": "Engineering Manager",
          "active_postings": 90,
          "ai_postings": 19
        },
        {
          "slug": "operations",
          "name": "Operations and Supply Chain",
          "active_postings": 458,
          "ai_postings": 18
        },
        {
          "slug": "entry-level",
          "name": "Entry Level",
          "active_postings": 174,
          "ai_postings": 17
        },
        {
          "slug": "data-engineer",
          "name": "Data Engineer",
          "active_postings": 78,
          "ai_postings": 17
        },
        {
          "slug": "internship",
          "name": "Internship",
          "active_postings": 283,
          "ai_postings": 16
        },
        {
          "slug": "hr",
          "name": "HR and Recruiting",
          "active_postings": 272,
          "ai_postings": 16
        },
        {
          "slug": "project-manager",
          "name": "Project Manager",
          "active_postings": 305,
          "ai_postings": 11
        },
        {
          "slug": "backend-developer",
          "name": "Backend Developer",
          "active_postings": 50,
          "ai_postings": 11
        },
        {
          "slug": "administrative",
          "name": "Administrative",
          "active_postings": 210,
          "ai_postings": 5
        },
        {
          "slug": "mechanical-engineer",
          "name": "Mechanical Engineer",
          "active_postings": 167,
          "ai_postings": 5
        },
        {
          "slug": "qa-engineer",
          "name": "QA and Test Engineer",
          "active_postings": 68,
          "ai_postings": 5
        },
        {
          "slug": "java-developer",
          "name": "Java Developer",
          "active_postings": 35,
          "ai_postings": 5
        },
        {
          "slug": "healthcare",
          "name": "Healthcare",
          "active_postings": 428,
          "ai_postings": 4
        },
        {
          "slug": "retail",
          "name": "Retail and Hospitality",
          "active_postings": 1164,
          "ai_postings": 2
        },
        {
          "slug": "construction",
          "name": "Construction",
          "active_postings": 64,
          "ai_postings": 2
        },
        {
          "slug": "electrical-engineer",
          "name": "Electrical Engineer",
          "active_postings": 63,
          "ai_postings": 2
        },
        {
          "slug": "technician",
          "name": "Technician and Trades",
          "active_postings": 261,
          "ai_postings": 1
        },
        {
          "slug": "teacher",
          "name": "Teaching and Education",
          "active_postings": 97,
          "ai_postings": 1
        },
        {
          "slug": "driver",
          "name": "Driver",
          "active_postings": 114,
          "ai_postings": 0
        },
        {
          "slug": "nurse",
          "name": "Nursing",
          "active_postings": 109,
          "ai_postings": 0
        },
        {
          "slug": "manufacturing",
          "name": "Manufacturing and Production",
          "active_postings": 73,
          "ai_postings": 0
        },
        {
          "slug": "warehouse",
          "name": "Warehouse",
          "active_postings": 64,
          "ai_postings": 0
        },
        {
          "slug": "social-care",
          "name": "Care and Social Work",
          "active_postings": 57,
          "ai_postings": 0
        },
        {
          "slug": "cleaning",
          "name": "Cleaning and Housekeeping",
          "active_postings": 55,
          "ai_postings": 0
        }
      ],
      "employers": [
        {
          "name": "BJAK",
          "ai_postings": 24,
          "active_postings": 132
        },
        {
          "name": "JPMorganChase",
          "ai_postings": 17,
          "active_postings": 127
        },
        {
          "name": "RELX",
          "ai_postings": 17,
          "active_postings": 61
        },
        {
          "name": "Capco",
          "ai_postings": 14,
          "active_postings": 35
        },
        {
          "name": "Isomorphic Labs",
          "ai_postings": 14,
          "active_postings": 14
        },
        {
          "name": "GSK",
          "ai_postings": 12,
          "active_postings": 53
        },
        {
          "name": "Lloyds Banking Group",
          "ai_postings": 10,
          "active_postings": 118
        },
        {
          "name": "Ferrovial",
          "ai_postings": 10,
          "active_postings": 10
        },
        {
          "name": "Helsing",
          "ai_postings": 10,
          "active_postings": 10
        },
        {
          "name": "Deliveroo",
          "ai_postings": 8,
          "active_postings": 39
        },
        {
          "name": "Nebius",
          "ai_postings": 8,
          "active_postings": 38
        },
        {
          "name": "Morgan Stanley",
          "ai_postings": 8,
          "active_postings": 27
        },
        {
          "name": "Scale AI",
          "ai_postings": 8,
          "active_postings": 13
        },
        {
          "name": "Light",
          "ai_postings": 7,
          "active_postings": 13
        },
        {
          "name": "AlphaSense",
          "ai_postings": 7,
          "active_postings": 12
        }
      ]
    },
    {
      "slug": "germany",
      "name": "Germany",
      "kind": "country",
      "active_postings": 12183,
      "ai_postings": 409,
      "tools": {
        "openai": 82,
        "microsoft-copilot": 68,
        "anthropic-claude": 144,
        "google-gemini": 30,
        "meta-llama": 4,
        "mistral": 0,
        "llm-frameworks": 20,
        "generative-ai-general": 269
      },
      "roles": [
        {
          "slug": "software-engineer",
          "name": "Software Engineer",
          "active_postings": 275,
          "ai_postings": 70
        },
        {
          "slug": "sales",
          "name": "Sales",
          "active_postings": 951,
          "ai_postings": 46
        },
        {
          "slug": "internship",
          "name": "Internship",
          "active_postings": 1321,
          "ai_postings": 41
        },
        {
          "slug": "ai-engineer",
          "name": "AI Engineer",
          "active_postings": 49,
          "ai_postings": 40
        },
        {
          "slug": "marketing",
          "name": "Marketing",
          "active_postings": 265,
          "ai_postings": 32
        },
        {
          "slug": "consultant",
          "name": "Consultant",
          "active_postings": 255,
          "ai_postings": 19
        },
        {
          "slug": "product-manager",
          "name": "Product Manager",
          "active_postings": 114,
          "ai_postings": 19
        },
        {
          "slug": "finance",
          "name": "Finance and Accounting",
          "active_postings": 407,
          "ai_postings": 9
        },
        {
          "slug": "customer-support",
          "name": "Customer Support",
          "active_postings": 226,
          "ai_postings": 9
        },
        {
          "slug": "backend-developer",
          "name": "Backend Developer",
          "active_postings": 32,
          "ai_postings": 9
        },
        {
          "slug": "research",
          "name": "Research and Science",
          "active_postings": 88,
          "ai_postings": 8
        },
        {
          "slug": "operations",
          "name": "Operations and Supply Chain",
          "active_postings": 351,
          "ai_postings": 7
        },
        {
          "slug": "hr",
          "name": "HR and Recruiting",
          "active_postings": 203,
          "ai_postings": 7
        },
        {
          "slug": "security-engineer",
          "name": "Security Engineer",
          "active_postings": 43,
          "ai_postings": 7
        },
        {
          "slug": "devops-engineer",
          "name": "DevOps Engineer",
          "active_postings": 92,
          "ai_postings": 6
        },
        {
          "slug": "data-analyst",
          "name": "Data Analyst",
          "active_postings": 42,
          "ai_postings": 6
        },
        {
          "slug": "administrative",
          "name": "Administrative",
          "active_postings": 258,
          "ai_postings": 5
        },
        {
          "slug": "entry-level",
          "name": "Entry Level",
          "active_postings": 108,
          "ai_postings": 5
        },
        {
          "slug": "project-manager",
          "name": "Project Manager",
          "active_postings": 219,
          "ai_postings": 4
        },
        {
          "slug": "designer",
          "name": "Designer",
          "active_postings": 51,
          "ai_postings": 4
        },
        {
          "slug": "legal",
          "name": "Legal and Compliance",
          "active_postings": 119,
          "ai_postings": 3
        },
        {
          "slug": "mechanical-engineer",
          "name": "Mechanical Engineer",
          "active_postings": 102,
          "ai_postings": 3
        },
        {
          "slug": "qa-engineer",
          "name": "QA and Test Engineer",
          "active_postings": 45,
          "ai_postings": 3
        },
        {
          "slug": "retail",
          "name": "Retail and Hospitality",
          "active_postings": 497,
          "ai_postings": 2
        },
        {
          "slug": "construction",
          "name": "Construction",
          "active_postings": 99,
          "ai_postings": 2
        },
        {
          "slug": "electrical-engineer",
          "name": "Electrical Engineer",
          "active_postings": 83,
          "ai_postings": 2
        },
        {
          "slug": "technician",
          "name": "Technician and Trades",
          "active_postings": 869,
          "ai_postings": 1
        },
        {
          "slug": "teacher",
          "name": "Teaching and Education",
          "active_postings": 169,
          "ai_postings": 1
        },
        {
          "slug": "warehouse",
          "name": "Warehouse",
          "active_postings": 297,
          "ai_postings": 0
        },
        {
          "slug": "healthcare",
          "name": "Healthcare",
          "active_postings": 250,
          "ai_postings": 0
        },
        {
          "slug": "nurse",
          "name": "Nursing",
          "active_postings": 239,
          "ai_postings": 0
        },
        {
          "slug": "cleaning",
          "name": "Cleaning and Housekeeping",
          "active_postings": 195,
          "ai_postings": 0
        },
        {
          "slug": "manufacturing",
          "name": "Manufacturing and Production",
          "active_postings": 174,
          "ai_postings": 0
        },
        {
          "slug": "social-care",
          "name": "Care and Social Work",
          "active_postings": 145,
          "ai_postings": 0
        },
        {
          "slug": "driver",
          "name": "Driver",
          "active_postings": 142,
          "ai_postings": 0
        },
        {
          "slug": "civil-engineer",
          "name": "Civil Engineer",
          "active_postings": 32,
          "ai_postings": 0
        }
      ],
      "employers": [
        {
          "name": "Helsing",
          "ai_postings": 18,
          "active_postings": 20
        },
        {
          "name": "BJAK",
          "ai_postings": 14,
          "active_postings": 58
        },
        {
          "name": "CarOnSale",
          "ai_postings": 12,
          "active_postings": 16
        },
        {
          "name": "Celonis",
          "ai_postings": 9,
          "active_postings": 17
        },
        {
          "name": "Grafana Labs",
          "ai_postings": 9,
          "active_postings": 11
        },
        {
          "name": "TRUMPF",
          "ai_postings": 7,
          "active_postings": 94
        },
        {
          "name": "CompuGroup Medical",
          "ai_postings": 7,
          "active_postings": 26
        },
        {
          "name": "HelloFresh",
          "ai_postings": 6,
          "active_postings": 30
        },
        {
          "name": "Tensordyne",
          "ai_postings": 5,
          "active_postings": 5
        },
        {
          "name": "Accenture (incl. Avanade)",
          "ai_postings": 4,
          "active_postings": 20
        },
        {
          "name": "NTT DATA Deutschland",
          "ai_postings": 4,
          "active_postings": 18
        },
        {
          "name": "Rosental Organics",
          "ai_postings": 4,
          "active_postings": 11
        },
        {
          "name": "360 Consulting",
          "ai_postings": 4,
          "active_postings": 5
        },
        {
          "name": "Airbus",
          "ai_postings": 3,
          "active_postings": 54
        },
        {
          "name": "Mercedes-Benz Group",
          "ai_postings": 3,
          "active_postings": 40
        }
      ]
    },
    {
      "slug": "sweden",
      "name": "Sweden",
      "kind": "country",
      "active_postings": 5678,
      "ai_postings": 102,
      "tools": {
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        "microsoft-copilot": 18,
        "anthropic-claude": 33,
        "google-gemini": 1,
        "meta-llama": 2,
        "mistral": 1,
        "llm-frameworks": 6,
        "generative-ai-general": 74
      },
      "roles": [
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          "slug": "software-engineer",
          "name": "Software Engineer",
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          "ai_postings": 23
        },
        {
          "slug": "product-manager",
          "name": "Product Manager",
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          "ai_postings": 13
        },
        {
          "slug": "finance",
          "name": "Finance and Accounting",
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          "ai_postings": 4
        },
        {
          "slug": "operations",
          "name": "Operations and Supply Chain",
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          "ai_postings": 3
        },
        {
          "slug": "devops-engineer",
          "name": "DevOps Engineer",
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        },
        {
          "slug": "research",
          "name": "Research and Science",
          "active_postings": 42,
          "ai_postings": 2
        },
        {
          "slug": "mechanical-engineer",
          "name": "Mechanical Engineer",
          "active_postings": 40,
          "ai_postings": 2
        },
        {
          "slug": "retail",
          "name": "Retail and Hospitality",
          "active_postings": 242,
          "ai_postings": 1
        },
        {
          "slug": "project-manager",
          "name": "Project Manager",
          "active_postings": 86,
          "ai_postings": 1
        },
        {
          "slug": "entry-level",
          "name": "Entry Level",
          "active_postings": 60,
          "ai_postings": 1
        },
        {
          "slug": "customer-support",
          "name": "Customer Support",
          "active_postings": 57,
          "ai_postings": 1
        },
        {
          "slug": "marketing",
          "name": "Marketing",
          "active_postings": 44,
          "ai_postings": 1
        },
        {
          "slug": "construction",
          "name": "Construction",
          "active_postings": 39,
          "ai_postings": 1
        },
        {
          "slug": "legal",
          "name": "Legal and Compliance",
          "active_postings": 33,
          "ai_postings": 1
        },
        {
          "slug": "technician",
          "name": "Technician and Trades",
          "active_postings": 385,
          "ai_postings": 0
        },
        {
          "slug": "teacher",
          "name": "Teaching and Education",
          "active_postings": 355,
          "ai_postings": 0
        },
        {
          "slug": "sales",
          "name": "Sales",
          "active_postings": 287,
          "ai_postings": 0
        },
        {
          "slug": "social-care",
          "name": "Care and Social Work",
          "active_postings": 265,
          "ai_postings": 0
        },
        {
          "slug": "nurse",
          "name": "Nursing",
          "active_postings": 248,
          "ai_postings": 0
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