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Agentic AI Atlas · AI Agent Usage Review
workflow:ai-usage-reviewa5c.ai
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Workflow JSON

workflow:ai-usage-review

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AI Agent Usage Review json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · workflows/workflows/workflows-ai-enablement.yamlCluster · workflows
Record JSON
{
  "id": "workflow:ai-usage-review",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-ai-enablement.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "AI Agent Usage Review",
    "workflowKind": "governance",
    "triggerType": "scheduled",
    "typicalCadence": "monthly",
    "complexity": "moderate",
    "description": "Monthly review of AI agent usage across teams — cost, quality,\nsafety incidents, anti-patterns, and adoption metrics. Excludes\nindividual prompt debugging.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:ai-usage-review",
      "to": "role:ai-champion",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "role:security-reviewer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "skill-area:eval-driven-development",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "skill-area:context-management",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "skill-area:observability-pipeline",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "domain:ml-ops",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "domain:observability",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "responsibility:ai-agent-usage-review",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "responsibility:ai-safety-guardrails",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "org-unit:ai-enablement",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "org-unit:ml-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "role:ai-champion",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "role:security-reviewer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "skill-area:eval-driven-development",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "skill-area:context-management",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "skill-area:observability-pipeline",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "domain:ml-ops",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "domain:observability",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "responsibility:ai-agent-usage-review",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "responsibility:ai-safety-guardrails",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "org-unit:ai-enablement",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "tool-server:ora-feedback-mcp",
      "to": "workflow:ai-usage-review",
      "kind": "supports_work",
      "attributes": {
        "confidence": "medium",
        "evidence": "Feedback retrieval supports review loops for how agents experience product integrations."
      }
    }
  ]
}

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