iiRecord
Agentic AI Atlas · Model Explainability Review
workflow:model-explainability-reviewa5c.ai
II.
Workflow JSON

workflow:model-explainability-review

Structured · live

Model Explainability Review json

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

File · workflows/workflows/workflows-data-science-deep.yamlCluster · workflows
Record JSON
{
  "id": "workflow:model-explainability-review",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-data-science-deep.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Model Explainability Review",
    "workflowKind": "governance",
    "triggerType": "event-driven",
    "typicalCadence": "per-model",
    "complexity": "single-team",
    "description": "Reviews the interpretability and explainability posture of ML models before\ndeployment — generating SHAP/LIME feature importance explanations,\nvalidating that global and local explanations are consistent, verifying\nexplanation latency meets serving SLAs, documenting known blind spots and\nout-of-distribution behavior, and ensuring explanations are surfaced\nappropriately in end-user interfaces. Excludes model training and fairness\nauditing.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:model-explainability-review",
      "to": "role:ml-engineer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "role:data-scientist",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "role:technical-writer",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "skill-area:ml-fine-tuning",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "skill-area:python-data-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "domain:ml-ops",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "domain:data-science",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "responsibility:write-user-docs",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "responsibility:ai-safety-guardrails",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "org-unit:ml-team",
      "kind": "performed_by_org_unit",
      "attributes": {}
    },
    {
      "from": "workflow:model-explainability-review",
      "to": "org-unit:ai-enablement",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}