{
  "id": "workflow:ai-powered-product-feature-review",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-cross-domain.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "AI-Powered Product Feature Review",
    "workflowKind": "governance",
    "triggerType": "event-driven",
    "typicalCadence": "per-release",
    "complexity": "cross-team",
    "description": "Reviews AI-powered product features before release for quality,\nsafety, and user experience -- evaluating model accuracy and latency\non production-representative evaluation sets, reviewing prompt\nengineering and guardrail effectiveness against adversarial inputs,\nassessing user interface design for appropriate trust calibration and\nerror communication, auditing data pipeline integrity from feature\nstore to model serving, reviewing A/B test design and statistical\nmethodology for measuring feature impact, evaluating PII handling\nand data retention in model inference logs, and stress-testing\nfallback behavior when model services degrade. Produces AI feature\nreadiness report, safety evaluation summary, and user experience\nassessment. Excludes model training and UI implementation.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "role:product-owner",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "role:security-reviewer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "skill-area:prompt-engineering",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "skill-area:ml-fine-tuning",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "skill-area:threat-modeling",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "domain:ml-ops",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "domain:web-development",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "domain:data-science",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "domain:security",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "responsibility:ai-safety-guardrails",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "responsibility:security-review",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "responsibility:review-architecture-changes",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "org-unit:ml-platform-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "org-unit:product-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:ai-powered-product-feature-review",
      "to": "org-unit:security-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}