{
  "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-W45, urbanodx.com/ai-hiring-index/ (CC BY 4.0)",
  "schema": 1,
  "week": "2026-W45",
  "generated_at": "2026-11-05T01:33:12Z",
  "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": 12887,
      "ai_postings": 724,
      "tools": {
        "openai": 81,
        "microsoft-copilot": 132,
        "anthropic-claude": 218,
        "google-gemini": 26,
        "meta-llama": 3,
        "mistral": 2,
        "llm-frameworks": 49,
        "generative-ai-general": 504
      },
      "roles": [
        {
          "slug": "software-engineer",
          "name": "Software Engineer",
          "active_postings": 579,
          "ai_postings": 119
        },
        {
          "slug": "sales",
          "name": "Sales",
          "active_postings": 1363,
          "ai_postings": 72
        },
        {
          "slug": "ai-engineer",
          "name": "AI Engineer",
          "active_postings": 99,
          "ai_postings": 69
        },
        {
          "slug": "finance",
          "name": "Finance and Accounting",
          "active_postings": 808,
          "ai_postings": 34
        },
        {
          "slug": "marketing",
          "name": "Marketing",
          "active_postings": 383,
          "ai_postings": 28
        },
        {
          "slug": "devops-engineer",
          "name": "DevOps Engineer",
          "active_postings": 187,
          "ai_postings": 24
        },
        {
          "slug": "research",
          "name": "Research and Science",
          "active_postings": 174,
          "ai_postings": 23
        },
        {
          "slug": "consultant",
          "name": "Consultant",
          "active_postings": 278,
          "ai_postings": 22
        },
        {
          "slug": "designer",
          "name": "Designer",
          "active_postings": 126,
          "ai_postings": 21
        },
        {
          "slug": "product-manager",
          "name": "Product Manager",
          "active_postings": 195,
          "ai_postings": 20
        },
        {
          "slug": "customer-support",
          "name": "Customer Support",
          "active_postings": 338,
          "ai_postings": 19
        },
        {
          "slug": "full-stack-developer",
          "name": "Full Stack Developer",
          "active_postings": 46,
          "ai_postings": 19
        },
        {
          "slug": "operations",
          "name": "Operations and Supply Chain",
          "active_postings": 435,
          "ai_postings": 18
        },
        {
          "slug": "security-engineer",
          "name": "Security Engineer",
          "active_postings": 103,
          "ai_postings": 18
        },
        {
          "slug": "data-scientist",
          "name": "Data Scientist",
          "active_postings": 83,
          "ai_postings": 17
        },
        {
          "slug": "engineering-manager",
          "name": "Engineering Manager",
          "active_postings": 76,
          "ai_postings": 17
        },
        {
          "slug": "legal",
          "name": "Legal and Compliance",
          "active_postings": 304,
          "ai_postings": 15
        },
        {
          "slug": "internship",
          "name": "Internship",
          "active_postings": 281,
          "ai_postings": 15
        },
        {
          "slug": "hr",
          "name": "HR and Recruiting",
          "active_postings": 250,
          "ai_postings": 14
        },
        {
          "slug": "machine-learning-engineer",
          "name": "Machine Learning Engineer",
          "active_postings": 39,
          "ai_postings": 14
        },
        {
          "slug": "data-engineer",
          "name": "Data Engineer",
          "active_postings": 68,
          "ai_postings": 11
        },
        {
          "slug": "entry-level",
          "name": "Entry Level",
          "active_postings": 194,
          "ai_postings": 10
        },
        {
          "slug": "project-manager",
          "name": "Project Manager",
          "active_postings": 285,
          "ai_postings": 9
        },
        {
          "slug": "data-analyst",
          "name": "Data Analyst",
          "active_postings": 139,
          "ai_postings": 9
        },
        {
          "slug": "backend-developer",
          "name": "Backend Developer",
          "active_postings": 44,
          "ai_postings": 9
        },
        {
          "slug": "qa-engineer",
          "name": "QA and Test Engineer",
          "active_postings": 62,
          "ai_postings": 5
        },
        {
          "slug": "healthcare",
          "name": "Healthcare",
          "active_postings": 529,
          "ai_postings": 3
        },
        {
          "slug": "electrical-engineer",
          "name": "Electrical Engineer",
          "active_postings": 67,
          "ai_postings": 3
        },
        {
          "slug": "technician",
          "name": "Technician and Trades",
          "active_postings": 253,
          "ai_postings": 2
        },
        {
          "slug": "administrative",
          "name": "Administrative",
          "active_postings": 227,
          "ai_postings": 2
        },
        {
          "slug": "construction",
          "name": "Construction",
          "active_postings": 67,
          "ai_postings": 2
        },
        {
          "slug": "mechanical-engineer",
          "name": "Mechanical Engineer",
          "active_postings": 161,
          "ai_postings": 1
        },
        {
          "slug": "retail",
          "name": "Retail and Hospitality",
          "active_postings": 1151,
          "ai_postings": 0
        },
        {
          "slug": "nurse",
          "name": "Nursing",
          "active_postings": 176,
          "ai_postings": 0
        },
        {
          "slug": "driver",
          "name": "Driver",
          "active_postings": 123,
          "ai_postings": 0
        },
        {
          "slug": "teacher",
          "name": "Teaching and Education",
          "active_postings": 102,
          "ai_postings": 0
        },
        {
          "slug": "manufacturing",
          "name": "Manufacturing and Production",
          "active_postings": 69,
          "ai_postings": 0
        },
        {
          "slug": "cleaning",
          "name": "Cleaning and Housekeeping",
          "active_postings": 66,
          "ai_postings": 0
        },
        {
          "slug": "warehouse",
          "name": "Warehouse",
          "active_postings": 63,
          "ai_postings": 0
        },
        {
          "slug": "social-care",
          "name": "Care and Social Work",
          "active_postings": 56,
          "ai_postings": 0
        }
      ],
      "employers": [
        {
          "name": "RELX",
          "ai_postings": 16,
          "active_postings": 57
        },
        {
          "name": "Kaluza",
          "ai_postings": 11,
          "active_postings": 25
        },
        {
          "name": "Ferrovial",
          "ai_postings": 11,
          "active_postings": 11
        },
        {
          "name": "BJAK",
          "ai_postings": 10,
          "active_postings": 58
        },
        {
          "name": "Salesforce",
          "ai_postings": 9,
          "active_postings": 30
        },
        {
          "name": "Lloyds Banking Group",
          "ai_postings": 8,
          "active_postings": 112
        },
        {
          "name": "Deliveroo",
          "ai_postings": 8,
          "active_postings": 43
        },
        {
          "name": "Isomorphic Labs",
          "ai_postings": 8,
          "active_postings": 8
        },
        {
          "name": "Mark43",
          "ai_postings": 8,
          "active_postings": 8
        },
        {
          "name": "OLIVER Agency",
          "ai_postings": 8,
          "active_postings": 8
        },
        {
          "name": "Wise",
          "ai_postings": 7,
          "active_postings": 67
        },
        {
          "name": "Version 1",
          "ai_postings": 7,
          "active_postings": 24
        },
        {
          "name": "IFS",
          "ai_postings": 7,
          "active_postings": 21
        },
        {
          "name": "Welo Global",
          "ai_postings": 7,
          "active_postings": 9
        },
        {
          "name": "ASOS",
          "ai_postings": 6,
          "active_postings": 31
        }
      ]
    },
    {
      "slug": "germany",
      "name": "Germany",
      "kind": "country",
      "active_postings": 13806,
      "ai_postings": 376,
      "tools": {
        "openai": 68,
        "microsoft-copilot": 68,
        "anthropic-claude": 140,
        "google-gemini": 16,
        "meta-llama": 2,
        "mistral": 1,
        "llm-frameworks": 17,
        "generative-ai-general": 234
      },
      "roles": [
        {
          "slug": "internship",
          "name": "Internship",
          "active_postings": 1756,
          "ai_postings": 65
        },
        {
          "slug": "software-engineer",
          "name": "Software Engineer",
          "active_postings": 256,
          "ai_postings": 53
        },
        {
          "slug": "sales",
          "name": "Sales",
          "active_postings": 970,
          "ai_postings": 45
        },
        {
          "slug": "ai-engineer",
          "name": "AI Engineer",
          "active_postings": 41,
          "ai_postings": 32
        },
        {
          "slug": "marketing",
          "name": "Marketing",
          "active_postings": 283,
          "ai_postings": 30
        },
        {
          "slug": "consultant",
          "name": "Consultant",
          "active_postings": 235,
          "ai_postings": 15
        },
        {
          "slug": "product-manager",
          "name": "Product Manager",
          "active_postings": 121,
          "ai_postings": 12
        },
        {
          "slug": "finance",
          "name": "Finance and Accounting",
          "active_postings": 463,
          "ai_postings": 10
        },
        {
          "slug": "entry-level",
          "name": "Entry Level",
          "active_postings": 138,
          "ai_postings": 10
        },
        {
          "slug": "hr",
          "name": "HR and Recruiting",
          "active_postings": 240,
          "ai_postings": 8
        },
        {
          "slug": "designer",
          "name": "Designer",
          "active_postings": 47,
          "ai_postings": 8
        },
        {
          "slug": "customer-support",
          "name": "Customer Support",
          "active_postings": 237,
          "ai_postings": 7
        },
        {
          "slug": "devops-engineer",
          "name": "DevOps Engineer",
          "active_postings": 104,
          "ai_postings": 7
        },
        {
          "slug": "data-analyst",
          "name": "Data Analyst",
          "active_postings": 57,
          "ai_postings": 7
        },
        {
          "slug": "operations",
          "name": "Operations and Supply Chain",
          "active_postings": 361,
          "ai_postings": 6
        },
        {
          "slug": "research",
          "name": "Research and Science",
          "active_postings": 82,
          "ai_postings": 5
        },
        {
          "slug": "project-manager",
          "name": "Project Manager",
          "active_postings": 213,
          "ai_postings": 4
        },
        {
          "slug": "legal",
          "name": "Legal and Compliance",
          "active_postings": 162,
          "ai_postings": 4
        },
        {
          "slug": "mechanical-engineer",
          "name": "Mechanical Engineer",
          "active_postings": 126,
          "ai_postings": 4
        },
        {
          "slug": "qa-engineer",
          "name": "QA and Test Engineer",
          "active_postings": 46,
          "ai_postings": 3
        },
        {
          "slug": "security-engineer",
          "name": "Security Engineer",
          "active_postings": 40,
          "ai_postings": 3
        },
        {
          "slug": "electrical-engineer",
          "name": "Electrical Engineer",
          "active_postings": 95,
          "ai_postings": 2
        },
        {
          "slug": "technician",
          "name": "Technician and Trades",
          "active_postings": 1096,
          "ai_postings": 1
        },
        {
          "slug": "construction",
          "name": "Construction",
          "active_postings": 124,
          "ai_postings": 1
        },
        {
          "slug": "retail",
          "name": "Retail and Hospitality",
          "active_postings": 537,
          "ai_postings": 0
        },
        {
          "slug": "warehouse",
          "name": "Warehouse",
          "active_postings": 319,
          "ai_postings": 0
        },
        {
          "slug": "administrative",
          "name": "Administrative",
          "active_postings": 314,
          "ai_postings": 0
        },
        {
          "slug": "healthcare",
          "name": "Healthcare",
          "active_postings": 304,
          "ai_postings": 0
        },
        {
          "slug": "nurse",
          "name": "Nursing",
          "active_postings": 285,
          "ai_postings": 0
        },
        {
          "slug": "manufacturing",
          "name": "Manufacturing and Production",
          "active_postings": 257,
          "ai_postings": 0
        },
        {
          "slug": "teacher",
          "name": "Teaching and Education",
          "active_postings": 187,
          "ai_postings": 0
        },
        {
          "slug": "cleaning",
          "name": "Cleaning and Housekeeping",
          "active_postings": 169,
          "ai_postings": 0
        },
        {
          "slug": "driver",
          "name": "Driver",
          "active_postings": 142,
          "ai_postings": 0
        },
        {
          "slug": "social-care",
          "name": "Care and Social Work",
          "active_postings": 140,
          "ai_postings": 0
        },
        {
          "slug": "civil-engineer",
          "name": "Civil Engineer",
          "active_postings": 42,
          "ai_postings": 0
        }
      ],
      "employers": [
        {
          "name": "Bosch",
          "ai_postings": 14,
          "active_postings": 188
        },
        {
          "name": "Helsing",
          "ai_postings": 13,
          "active_postings": 15
        },
        {
          "name": "CarOnSale",
          "ai_postings": 12,
          "active_postings": 17
        },
        {
          "name": "TRUMPF",
          "ai_postings": 7,
          "active_postings": 93
        },
        {
          "name": "CompuGroup Medical",
          "ai_postings": 7,
          "active_postings": 25
        },
        {
          "name": "Tensordyne",
          "ai_postings": 7,
          "active_postings": 7
        },
        {
          "name": "Airbus",
          "ai_postings": 6,
          "active_postings": 85
        },
        {
          "name": "Resonance",
          "ai_postings": 6,
          "active_postings": 6
        },
        {
          "name": "Accenture (incl. Avanade)",
          "ai_postings": 5,
          "active_postings": 23
        },
        {
          "name": "Delivery Hero",
          "ai_postings": 5,
          "active_postings": 21
        },
        {
          "name": "Celonis",
          "ai_postings": 5,
          "active_postings": 11
        },
        {
          "name": "Redcare Pharmacy",
          "ai_postings": 4,
          "active_postings": 37
        },
        {
          "name": "Mercedes-Benz Group",
          "ai_postings": 4,
          "active_postings": 34
        },
        {
          "name": "Sopra Steria",
          "ai_postings": 4,
          "active_postings": 31
        },
        {
          "name": "Cosuno",
          "ai_postings": 4,
          "active_postings": 11
        }
      ]
    },
    {
      "slug": "sweden",
      "name": "Sweden",
      "kind": "country",
      "active_postings": 7476,
      "ai_postings": 102,
      "tools": {
        "openai": 10,
        "microsoft-copilot": 26,
        "anthropic-claude": 23,
        "google-gemini": 1,
        "meta-llama": 1,
        "mistral": 1,
        "llm-frameworks": 7,
        "generative-ai-general": 72
      },
      "roles": [
        {
          "slug": "software-engineer",
          "name": "Software Engineer",
          "active_postings": 201,
          "ai_postings": 26
        },
        {
          "slug": "marketing",
          "name": "Marketing",
          "active_postings": 58,
          "ai_postings": 7
        },
        {
          "slug": "sales",
          "name": "Sales",
          "active_postings": 434,
          "ai_postings": 5
        },
        {
          "slug": "research",
          "name": "Research and Science",
          "active_postings": 57,
          "ai_postings": 5
        },
        {
          "slug": "data-engineer",
          "name": "Data Engineer",
          "active_postings": 39,
          "ai_postings": 5
        },
        {
          "slug": "product-manager",
          "name": "Product Manager",
          "active_postings": 51,
          "ai_postings": 3
        },
        {
          "slug": "technician",
          "name": "Technician and Trades",
          "active_postings": 491,
          "ai_postings": 2
        },
        {
          "slug": "finance",
          "name": "Finance and Accounting",
          "active_postings": 217,
          "ai_postings": 2
        },
        {
          "slug": "internship",
          "name": "Internship",
          "active_postings": 98,
          "ai_postings": 2
        },
        {
          "slug": "entry-level",
          "name": "Entry Level",
          "active_postings": 72,
          "ai_postings": 2
        },
        {
          "slug": "devops-engineer",
          "name": "DevOps Engineer",
          "active_postings": 64,
          "ai_postings": 2
        },
        {
          "slug": "social-care",
          "name": "Care and Social Work",
          "active_postings": 384,
          "ai_postings": 1
        },
        {
          "slug": "healthcare",
          "name": "Healthcare",
          "active_postings": 256,
          "ai_postings": 1
        },
        {
          "slug": "project-manager",
          "name": "Project Manager",
          "active_postings": 120,
          "ai_postings": 1
        },
        {
          "slug": "operations",
          "name": "Operations and Supply Chain",
          "active_postings": 104,
          "ai_postings": 1
        },
        {
          "slug": "hr",
          "name": "HR and Recruiting",
          "active_postings": 92,
          "ai_postings": 1
        },
        {
          "slug": "construction",
          "name": "Construction",
          "active_postings": 67,
          "ai_postings": 1
        },
        {
          "slug": "consultant",
          "name": "Consultant",
          "active_postings": 50,
          "ai_postings": 1
        },
        {
          "slug": "nurse",
          "name": "Nursing",
          "active_postings": 422,
          "ai_postings": 0
        },
        {
          "slug": "teacher",
          "name": "Teaching and Education",
          "active_postings": 410,
          "ai_postings": 0
        },
        {
          "slug": "retail",
          "name": "Retail and Hospitality",
          "active_postings": 375,
          "ai_postings": 0
        },
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