{
  "apiVersion": "v1",
  "passage": {
    "id": "ona-engineers-waited-median-2-hours-49-minutes-first-approval-2026",
    "text": "Our engineers waited a median of 2 hours 49 minutes for their first PR approval. Four weeks after we let an AI agent approve low-risk PRs, that dropped to 3.8 minutes, lead time fell 74%, and deploys tripled, all with the same size team.",
    "context": null,
    "speaker": null,
    "speakerId": null,
    "speakerUrl": null,
    "speakerLevel": null,
    "role": null,
    "voice": "organization",
    "organization": "Ona",
    "organizationId": "ona",
    "organizationUrl": "https://the-ai-record.com/organizations/ona",
    "aiVendor": true,
    "work": {
      "title": "How auto-approving low-risk PRs with AI cut our lead time by 74%",
      "type": "post",
      "date": "2026-04-09",
      "publisher": "Ona blog",
      "locator": "Opening",
      "url": "https://ona.com/stories/auto-approving-low-risk-prs"
    },
    "grade": "B",
    "gradeMeaning": "The organization's own post, paper or talk.",
    "verification": {
      "status": "verified",
      "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
      "reviewedOn": "2026-11-04"
    },
    "topics": [
      "code-review",
      "developer-productivity",
      "autonomy-and-oversight",
      "ai-approves-code"
    ],
    "functions": [
      "engineering"
    ],
    "figures": [
      {
        "metric": "median-time-to-first-pr-approval-before",
        "value": 169,
        "unit": "minutes",
        "period": "before 2026-03-13",
        "definition": "Median time to first approval on a pull request",
        "level": "n/a"
      },
      {
        "metric": "median-time-to-first-pr-approval-after",
        "value": 3.8,
        "unit": "minutes",
        "period": "four weeks after the AI agent began approving low-risk PRs",
        "definition": "Median time to first approval; the agent approves the review, a human still merges",
        "level": "human-approves"
      },
      {
        "metric": "lead-time-change",
        "value": -0.74,
        "unit": "share",
        "period": "four weeks after vs before",
        "definition": "Change in median lead time",
        "level": "human-approves"
      }
    ],
    "url": "https://the-ai-record.com/passages/ona-engineers-waited-median-2-hours-49-minutes-first-approval-2026",
    "json": "https://the-ai-record.com/api/v1/passages/ona-engineers-waited-median-2-hours-49-minutes-first-approval-2026.json"
  },
  "notice": [
    "Every passage is reproduced word for word from the cited source.",
    "Check the verification status: \"reported\" means not yet confirmed by an independent second reader.",
    "Organizations flagged aiVendor sell AI tools or services and have a reason to publish flattering numbers.",
    "An empty result means the archive holds nothing on it, not that nobody has said anything."
  ]
}