[
  {
    "name": "AI CodeFix Automation Loop",
    "category": "ai_codefix",
    "description": "Routes detected defects through AI-powered code fixing loops that preserve release velocity without sacrificing quality.",
    "signal_keywords": [
      "codefix",
      "bug",
      "defect",
      "lint",
      "sonar",
      "pull request",
      "remediation",
      "secure"
    ],
    "automation_stages": [
      "Detect issues from static analysis and runtime telemetry",
      "Generate patch candidates with AI CodeFix or LLM pairers",
      "Stage human-in-the-loop review gates",
      "Deploy with automated tests and rollback hooks"
    ],
    "tooling": [
      "SonarQube",
      "Sonar AI CodeFix",
      "GitHub Advanced Security",
      "GitLab Code Suggestions"
    ],
    "platforms": [
      "GitHub",
      "GitLab",
      "Bitbucket"
    ],
    "metrics": [
      "defect_escape_rate",
      "mean_time_to_repair",
      "auto_fix_acceptance_rate"
    ],
    "revenue_programs": [
      "SaaS reliability",
      "Customer retention",
      "Engineering efficiency"
    ],
    "guardrails": [
      "Security policy enforcement",
      "Mandatory reviewer sign-off",
      "Automated rollback automation"
    ],
    "orchestration_play": "Wire Sonar AI CodeFix with CI quality gates so defects are remediated autonomously while engineers focus on growth workstreams.",
    "base_maturity": "advanced"
  },
  {
    "name": "Intelligent Automation Fabric",
    "category": "intelligent_automation",
    "description": "Combines process mining, workflow automation, and ML-driven decisioning to orchestrate cross-team revenue operations.",
    "signal_keywords": [
      "intelligent automation",
      "process mining",
      "workflow",
      "automation",
      "decisioning",
      "orchestration",
      "business rules"
    ],
    "automation_stages": [
      "Discover revenue operations bottlenecks",
      "Design AI-assisted workflows",
      "Trigger automations via event and schedule cues",
      "Measure ROI and continuously optimize"
    ],
    "tooling": [
      "UiPath AI Center",
      "Automation Anywhere",
      "Microsoft Power Automate"
    ],
    "platforms": [
      "Salesforce",
      "HubSpot",
      "ServiceNow"
    ],
    "metrics": [
      "process_cycle_time",
      "automation_coverage",
      "revenue_per_hour"
    ],
    "revenue_programs": [
      "Lead lifecycle acceleration",
      "Revenue operations",
      "Customer onboarding"
    ],
    "guardrails": [
      "Compliance and audit logging",
      "Exception routing to humans",
      "Change management runbooks"
    ],
    "orchestration_play": "Blend process mining with IA workflows so revenue teams hand off repetitive tasks to intelligent automation fabric.",
    "base_maturity": "advanced"
  },
  {
    "name": "Agentic Automation Orchestrator",
    "category": "agentic_automation",
    "description": "Runs continuous perception→reasoning→action loops that coordinate tools, APIs, and humans toward revenue KPIs.",
    "signal_keywords": [
      "agentic",
      "agent",
      "loop",
      "tool calling",
      "autonomous",
      "planner",
      "reflection"
    ],
    "automation_stages": [
      "Perception across telemetry, code, and campaign data",
      "Reasoning with LLM planning and policy frameworks",
      "Tool execution across APIs and workflows",
      "Reflection with memory updates and feedback capture"
    ],
    "tooling": [
      "LangChain Agents",
      "LlamaIndex Agents",
      "OpenAI Function Calling"
    ],
    "platforms": [
      "Amazon Bedrock",
      "Azure OpenAI",
      "Vertex AI"
    ],
    "metrics": [
      "agent_success_rate",
      "loop_cycle_time",
      "goal_attainment_index"
    ],
    "revenue_programs": [
      "Autonomous campaign ops",
      "Digital product upkeep",
      "Customer success automation"
    ],
    "guardrails": [
      "Human approval checkpoints",
      "Budget guardrails",
      "Runbook fallbacks"
    ],
    "orchestration_play": "Activate agentic automation orchestrator so perception→action loops manage revenue workflows around the clock.",
    "base_maturity": "elite"
  }
]