{
  "id": "uc_2026_000135",
  "slug": "evinova-astrazeneca-devin-regulatory-docs",
  "title": "How is AstraZeneca's Evinova using an AI agent to draft regulatory software documentation?",
  "answer": "Evinova, a health tech company in the AstraZeneca group, uses Devin to draft regulatory documents for its clinical-trial software modules, work that took 35 to 40 hours of cross-functional time. Cognition reports structured first drafts at roughly 90% accuracy, with senior engineers shifting to reviewers.",
  "industry": "pharma-biotech",
  "sub_industry": "Clinical development software",
  "roles": [
    "regulatory-medical-writing",
    "software-engineering"
  ],
  "function": "r&d",
  "tasks": [
    "regulatory-document-drafting",
    "context-assembly"
  ],
  "agent_pattern": "workflow-agent",
  "autonomy_level": 2,
  "tools": [
    {
      "name": "Devin",
      "vendor": "Cognition",
      "url": null,
      "affiliate": false
    }
  ],
  "deployment_status": "production",
  "organization": {
    "name": "Evinova (AstraZeneca group)",
    "type": "health tech company (clinical development software)",
    "named": true
  },
  "outcomes": [
    {
      "metric": "first-draft accuracy",
      "value": "roughly 90%",
      "source_ref": 1,
      "self_reported": true
    },
    {
      "metric": "prior effort per module",
      "value": "35 to 40 hours of cross-functional coordination",
      "source_ref": 1,
      "self_reported": true
    }
  ],
  "sources": [
    {
      "url": "https://devin.ai/customers/evinova",
      "publisher": "Cognition (Devin)",
      "title": "Evinova and Devin",
      "published": null,
      "type": "vendor-customer-story",
      "quote": "Devin produced structured first drafts at roughly 90% accuracy, shifting senior engineers from primary authors to reviewers",
      "independent": false,
      "accessed": "2026-10-17",
      "ref": 1
    }
  ],
  "how_it_works": [
    "Devin assembles context from code and systems across teams.",
    "Produces structured first drafts of regulatory documents.",
    "Senior engineers review and approve."
  ],
  "risks_compliance": [
    "Regulated (GxP) software documentation requires qualified human review",
    "Vendor-published results"
  ],
  "medtech_relevance": null,
  "notes": [],
  "models": [],
  "integrations": [],
  "related": [],
  "first_seen": "2026-10-17",
  "last_verified": "2026-10-17",
  "sponsored": false,
  "license": "CC BY 4.0 (summary text); quotes and sources belong to their owners",
  "evidence_grade": "B",
  "grade_rationale": "Named organization with a quantified outcome from the vendor or the organization itself (self-reported).",
  "verification": {
    "checked": "2026-10-17",
    "checker": "pipeline.verify (quote match + outcome-number match)",
    "methods": [
      "auto:fetch"
    ],
    "quotes_matched": 1,
    "quotes_total": 1,
    "claims_matched": 2,
    "claims_total": 2,
    "passed": true
  },
  "url": "https://agentcasefile.com/cases/evinova-astrazeneca-devin-regulatory-docs/",
  "industry_label": "Pharma, Biotech & Life Sciences",
  "role_labels": [
    "Regulatory & Medical Writing",
    "Software Engineering"
  ],
  "vertical": "healthcare"
}