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  "path": "/beyond-test-case-generation-how-to-create-intelligent-quality-ecosystems/",
  "publishedAt": "2026-02-06T11:35:35.000Z",
  "site": "https://devops.com",
  "tags": [
    "AI",
    "Application Performance Management/Monitoring",
    "Blogs",
    "Business of DevOps",
    "Contributed Content",
    "Social - Facebook",
    "Social - LinkedIn",
    "Social - X",
    "AI‑infused product testing",
    "BDD",
    "CI triage",
    "drift detection",
    "flaky tests",
    "GenAI QA",
    "intelligent automation",
    "intent‑based assertions",
    "lifecycle intelligence",
    "prompt variation",
    "QA governance",
    "regression risk",
    "review‑first governance",
    "test case generation",
    "test coverage management.",
    "test data generation",
    "Test Maintenance",
    "test orchestration"
  ],
  "textContent": "Move GenAI in QA from test‑factory to life‑cycle intelligence: AI proposes coverage and data, humans review, deterministic automation executes—focus on risk‑aligned coverage, drift detection, and governance.",
  "title": "Beyond Test Case Generation: How to Create Intelligent Quality Ecosystems"
}