{
  "apiVersion": "v1",
  "passage": {
    "id": "uber-we-saw-against-like-very-naive-2026",
    "text": "we saw that against like a very naive implementation, our costs were down by 60%, and our quality and our accuracy was up by around 70%.",
    "speaker": "Ameya Ketkar",
    "role": "Speaker, AI Engineer World's Fair 2026 (job title not stated)",
    "organization": "Uber",
    "aiVendor": false,
    "work": {
      "title": "Building uReview, Uber's Multi-Agent Code Review Engine (talk, AI Engineer World's Fair 2026)",
      "type": "talk",
      "date": "2026-08-28",
      "publisher": "AI Engineer (YouTube)",
      "locator": "10:50",
      "url": "https://www.youtube.com/watch?v=EL123UNokkI"
    },
    "grade": "B",
    "verification": {
      "status": "reported"
    },
    "topics": [
      "code-review",
      "ai-cost-and-spend",
      "measuring-impact"
    ],
    "functions": [
      "engineering"
    ],
    "figures": [
      {
        "metric": "ai-review-cost-change",
        "value": -60,
        "unit": "percent",
        "period": "against a naive first implementation",
        "definition": "cost of running uReview, compared with a very naive implementation, as Ketkar describes it",
        "level": "n/a"
      },
      {
        "metric": "ai-review-quality-change",
        "value": 70,
        "unit": "percent",
        "period": "against a naive first implementation",
        "definition": "quality and accuracy of uReview, compared with a very naive implementation, as Ketkar describes it; the talk does not say how this is measured",
        "level": "n/a"
      }
    ],
    "context": "Ameya Ketkar is summarizing the effect of the observability and evaluation work on uReview, Uber's code-review system.",
    "url": "https://the-ai-record.com/passages/uber-we-saw-against-like-very-naive-2026"
  },
  "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 tooling and have a reason to publish flattering numbers.",
    "An empty result means the archive holds nothing on it, not that nobody has said anything."
  ]
}