{
  "id": "workflow:copilot-usage-review",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-ai-era.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Copilot Usage Review",
    "workflowKind": "governance",
    "triggerType": "scheduled",
    "typicalCadence": "monthly",
    "complexity": "cross-team",
    "description": "Analyses seat-level and team-level usage metrics for AI coding assistants —\nmeasuring active-user ratios, lines-accepted vs lines-suggested, language\nand repository breakdown, identifying under-utilised seats, correlating\ncopilot adoption with velocity and defect-rate changes, and benchmarking\nagainst industry baselines. Produces a usage report with license\noptimisation and enablement recommendations. Excludes tool-selection\ndecisions.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:copilot-usage-review",
      "to": "role:ai-champion",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "role:cost-tracker",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "skill-area:prompt-engineering",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "domain:software-engineering",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "domain:ml-ops",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "responsibility:ai-agent-usage-review",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "responsibility:cost-optimization",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "org-unit:ai-enablement",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "org-unit:engineering-productivity",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "stack-profile:coding-agent-platform",
      "to": "workflow:copilot-usage-review",
      "kind": "follows_workflow"
    }
  ]
}