{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "name": "Generative AI Maturity Framework — Canonical Spec",
  "description": "A vendor-neutral Generative AI Maturity Framework that scores organisations across six dimensions on a six-level maturity scale (Aware → Transformative). This JSON is the canonical machine-readable spec used by the assessment platform at https://genaimaturity.net.",
  "version": "2026.1",
  "updated": "2026-07-26",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "url": "https://genaimaturity.net/framework",
  "citation": "https://genaimaturity.net/framework",
  "creator": {
    "@type": "Organization",
    "name": "Generative AI Maturity Framework",
    "url": "https://genaimaturity.net"
  },
  "keywords": [
    "Generative AI",
    "AI Maturity Framework",
    "Agentic AI",
    "Model Context Protocol",
    "AI Governance",
    "EU AI Act",
    "MLOps",
    "LLM evaluation",
    "Runtime guardrails"
  ],
  "scoringScale": {
    "type": "ordinal",
    "min": 1,
    "max": 6,
    "perDimension": true,
    "overall": "derived from per-dimension average, rounded"
  },
  "levels": [
    {
      "level": 1,
      "name": "Aware",
      "description": "Executives understand the potential; experimentation is informal."
    },
    {
      "level": 2,
      "name": "Exploring",
      "description": "Funded pilots underway; first budget line and named sponsor."
    },
    {
      "level": 3,
      "name": "Operational",
      "description": "First production deployments with measurable outcomes."
    },
    {
      "level": 4,
      "name": "Integrated",
      "description": "Cross-functional integration and portfolio management."
    },
    {
      "level": 5,
      "name": "Autonomous",
      "description": "Self-optimising systems with policy-level human oversight."
    },
    {
      "level": 6,
      "name": "Transformative",
      "description": "AI defines the operating model; industry-leading practice."
    }
  ],
  "dimensions": [
    {
      "id": "strategy",
      "name": "Strategy & Leadership",
      "description": "Executive sponsorship, strategic alignment, and AI-first operating-model decisions.",
      "signals": [
        "Named executive sponsor with budget authority",
        "AI strategy documented and reviewed at board level",
        "AI-adjacent P&L accountability"
      ]
    },
    {
      "id": "data",
      "name": "Data & Infrastructure",
      "description": "Data quality, pipelines, vector stores, and the platform readiness needed for production AI.",
      "signals": [
        "Data catalogue with lineage",
        "Vector store & embeddings pipeline in production",
        "Feature store or equivalent shared substrate"
      ]
    },
    {
      "id": "usecases",
      "name": "Use Cases & Applications",
      "description": "Portfolio management, ROI tracking, and the deployment discipline behind operational AI use cases.",
      "signals": [
        "Prioritised use-case portfolio with ROI targets",
        "At least one production deployment with measurable business impact",
        "Post-deployment monitoring in place"
      ]
    },
    {
      "id": "talent",
      "name": "Talent & Culture",
      "description": "Skills, training, and organisational fluency across technical and non-technical roles.",
      "signals": [
        "Role-based AI training program",
        "AI literacy assessed for non-technical staff",
        "Dedicated AI/ML engineering function"
      ]
    },
    {
      "id": "governance",
      "name": "Governance & Risk",
      "description": "Policies, EU AI Act risk-tier mapping, runtime guardrails, and responsible-AI practice at inference time.",
      "signals": [
        "AI system inventory mapped to EU AI Act risk tiers",
        "Runtime guardrails (input/output filtering, PII redaction)",
        "Model-card equivalents for production systems",
        "Aligned to NIST AI RMF / ISO/IEC 42001"
      ],
      "standards": [
        {
          "name": "EU AI Act — Regulation (EU) 2024/1689",
          "url": "https://eur-lex.europa.eu/eli/reg/2024/1689/oj"
        },
        {
          "name": "NIST AI Risk Management Framework 1.0",
          "url": "https://nvlpubs.nist.gov/nistpubs/ai/nist.ai.100-1.pdf"
        },
        {
          "name": "NIST AI RMF Generative AI Profile (AI 600-1)",
          "url": "https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.600-1.pdf"
        },
        {
          "name": "ISO/IEC 42001:2023 — AI management systems",
          "url": "https://www.iso.org/standard/81230.html"
        }
      ]
    },
    {
      "id": "agentic",
      "name": "Agentic AI",
      "description": "Tool use via standardized protocols such as the Model Context Protocol, multi-agent orchestration, agent evals, and software- or browser-operating agents.",
      "signals": [
        "Standardised tool-use protocol adopted (e.g. Model Context Protocol)",
        "Agent evaluation harness distinct from LLM evals",
        "Runtime guardrails specific to autonomous execution",
        "Selective use of reasoning models for planning-heavy subtasks"
      ],
      "standards": [
        {
          "name": "Model Context Protocol — Specification",
          "url": "https://modelcontextprotocol.io/specification"
        }
      ]
    }
  ],
  "assessmentTypes": [
    {
      "id": "anonymous",
      "questions": 6,
      "minutes": 8,
      "requiresAccount": false
    },
    {
      "id": "quick",
      "questions": 12,
      "minutes": 15,
      "requiresAccount": false
    },
    {
      "id": "standard",
      "questions": 18,
      "minutes": 25,
      "requiresAccount": false
    },
    {
      "id": "comprehensive",
      "questions": 30,
      "minutes": 45,
      "requiresAccount": false
    }
  ],
  "endpoints": {
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    "llmsFull": "https://genaimaturity.net/llms-full.txt",
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      "glossary": "https://genaimaturity.net/glossary/{slug}.md",
      "faq": "https://genaimaturity.net/faq/{slug}.md",
      "compare": "https://genaimaturity.net/vs/{slug}.md"
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    "sitemap": "https://genaimaturity.net/sitemap.xml",
    "sitemapIndex": "https://genaimaturity.net/sitemap-index.xml"
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