{
  "id": "uc_2026_000132",
  "slug": "ripple-treasury-devin-bug-triage",
  "title": "How did Ripple Treasury use Devin for bug triage?",
  "answer": "Ripple's treasury platform team used Devin to investigate the codebase and work its bug backlog. Cognition reports the untriaged backlog fell 75% and bug fixes rose from roughly 0.5 to 1.5 per day, a 3x increase.",
  "industry": "financial-services",
  "sub_industry": "Treasury management software",
  "roles": [
    "software-engineering"
  ],
  "function": "it",
  "tasks": [
    "bug-triage",
    "bug-fixing",
    "codebase-qa"
  ],
  "agent_pattern": "autonomous-agent",
  "autonomy_level": 2,
  "tools": [
    {
      "name": "Devin",
      "vendor": "Cognition",
      "url": null,
      "affiliate": false
    }
  ],
  "deployment_status": "production",
  "organization": {
    "name": "Ripple",
    "type": "payments and treasury software company",
    "named": true
  },
  "outcomes": [
    {
      "metric": "untriaged backlog",
      "value": "fell by 75%",
      "source_ref": 1,
      "self_reported": true
    },
    {
      "metric": "bugs fixed per day",
      "value": "from roughly 0.5 to 1.5 (3x)",
      "source_ref": 1,
      "self_reported": true
    }
  ],
  "sources": [
    {
      "url": "https://devin.ai/customers/ripple",
      "publisher": "Cognition (Devin)",
      "title": "Ripple Treasury and Devin",
      "published": null,
      "type": "vendor-customer-story",
      "quote": "The untriaged backlog fell by 75%.",
      "independent": false,
      "accessed": "2026-10-17",
      "ref": 1
    }
  ],
  "how_it_works": [
    "Devin answers codebase questions that previously took hours or days.",
    "Triages and fixes bugs; senior engineers review."
  ],
  "risks_compliance": [
    "Agent-written code requires human review and testing",
    "Vendor-published results; not independently audited"
  ],
  "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/ripple-treasury-devin-bug-triage/",
  "industry_label": "Banking & Financial Services",
  "role_labels": [
    "Software Engineering"
  ],
  "vertical": null
}