{
  "id": "workflow:ai-agent-adoption-rollout",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-ai-enablement.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "AI Agent Adoption Rollout",
    "workflowKind": "development",
    "triggerType": "on-demand",
    "typicalCadence": "per-tool",
    "complexity": "cross-team",
    "description": "End-to-end rollout of a new AI agent tool or capability across\nthe org — from evaluation through pilot, guardrail setup, training,\nand org-wide enablement. Excludes vendor contract negotiation.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:ai-champion",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:staff-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "skill-area:agentic-loops",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
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    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "skill-area:eval-driven-development",
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      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "skill-area:tool-use",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "domain:ml-ops",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
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    },
    {
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      "to": "responsibility:ai-tooling-evaluation",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "responsibility:ai-agent-adoption-strategy",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "responsibility:ai-knowledge-sharing",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "org-unit:ai-enablement",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "org-unit:engineering",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "org-unit:architecture-guild",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "org-unit:ml-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:ai-champion",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:staff-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "skill-area:agentic-loops",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
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      "kind": "requires_skill_area",
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    },
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      "to": "skill-area:eval-driven-development",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
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      "to": "skill-area:tool-use",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "domain:ml-ops",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "domain:software-engineering",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "responsibility:ai-tooling-evaluation",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "responsibility:ai-agent-adoption-strategy",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "responsibility:ai-knowledge-sharing",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "org-unit:ai-enablement",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "org-unit:engineering",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "org-unit:architecture-guild",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "tool:ora-agent-readiness",
      "to": "workflow:ai-agent-adoption-rollout",
      "kind": "supports_work",
      "attributes": {
        "confidence": "high",
        "evidence": "Ora score records and discovery results help pick tool/server candidates for agent rollout gaps."
      }
    },
    {
      "from": "tool:zapier",
      "to": "workflow:ai-agent-adoption-rollout",
      "kind": "supports_work",
      "attributes": {
        "confidence": "medium",
        "evidence": "Workflow automation connects agent-ready products into rollout automations."
      }
    },
    {
      "from": "tool-server:mcp-smithery-registry-candidate",
      "to": "workflow:ai-agent-adoption-rollout",
      "kind": "supports_work",
      "attributes": {
        "confidence": "medium",
        "evidence": "Registry lookup supports selecting MCP servers for role-specific gaps."
      }
    }
  ]
}