{
  "apiVersion": "v1",
  "passage": {
    "id": "cloudflare-code-quality-high-effort-average-review-2026",
    "text": "With code quality at high effort, the average review now costs just $0.77, down 68% from the $2.43 it averaged over our two most expensive weeks before we started.",
    "context": null,
    "speaker": "Ryan Skidmore",
    "speakerId": "ryan-skidmore",
    "speakerUrl": "https://the-ai-record.com/people/ryan-skidmore",
    "speakerLevel": "practitioner",
    "role": "Author of Cloudflare's \"Orchestrating AI Code Review at scale\" blog post",
    "voice": "person",
    "organization": "Cloudflare",
    "organizationId": "cloudflare",
    "organizationUrl": "https://the-ai-record.com/organizations/cloudflare",
    "aiVendor": true,
    "work": {
      "title": "Cutting our inference bill by 68% by being obsessive about optimization",
      "type": "post",
      "date": "2026-10-19",
      "publisher": "Cloudflare blog",
      "url": "https://blog.cloudflare.com/obsessive-inference-optimization/"
    },
    "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": "2026-11-07"
    },
    "topics": [
      "ai-review-cost",
      "controlling-ai-spend"
    ],
    "functions": [
      "engineering"
    ],
    "figures": [
      {
        "metric": "cost-per-review",
        "value": 0.77,
        "unit": "usd",
        "period": "after mid-September to early October 2026 changes",
        "definition": "Average cost of one AI code review, code quality reviewer at high effort",
        "level": "n/a"
      },
      {
        "metric": "cost-per-review-reduction",
        "value": 0.68,
        "unit": "share",
        "period": "versus the two most expensive weeks before the work",
        "definition": "Fall in average cost per AI code review (from $2.43)",
        "level": "n/a"
      }
    ],
    "url": "https://the-ai-record.com/passages/cloudflare-code-quality-high-effort-average-review-2026",
    "json": "https://the-ai-record.com/api/v1/passages/cloudflare-code-quality-high-effort-average-review-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."
  ]
}