{
  "apiVersion": "v1",
  "passage": {
    "id": "airbnb-production-classifier-gates-publication-200ms-2026",
    "text": "Instead, we test a production classifier that screens content for violations of Airbnb’s policy on pricing and payment transparency. The task requires recognizing subtle policy distinctions with high precision, since false positives prevent legitimate content from being published. The model is called thousands of times per minute, and because it gates publication in real time, a score must return within 200ms.",
    "context": null,
    "speaker": null,
    "speakerId": null,
    "speakerUrl": null,
    "speakerLevel": null,
    "role": null,
    "voice": "organization",
    "organization": "Airbnb",
    "organizationId": "airbnb",
    "organizationUrl": "https://the-ai-record.com/organizations/airbnb",
    "aiVendor": false,
    "work": {
      "title": "Frontier quality at 1% of the cost: a production benchmark of LLM classifiers",
      "type": "post",
      "date": "2026-11-03",
      "publisher": "Airbnb Tech blog",
      "locator": "Case study: benchmarking a production classifier",
      "url": "https://airbnb.tech/ai-ml/frontier-quality-at-1-of-the-cost-a-production-benchmark-of-llm-classifiers/"
    },
    "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": "2026-11-05"
    },
    "topics": [
      "where-agents-run",
      "internal-tools"
    ],
    "functions": [
      "engineering"
    ],
    "figures": [],
    "url": "https://the-ai-record.com/passages/airbnb-production-classifier-gates-publication-200ms-2026",
    "json": "https://the-ai-record.com/api/v1/passages/airbnb-production-classifier-gates-publication-200ms-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."
  ]
}