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  "passage": {
    "id": "airbnb-glowc-fine-tuned-classifier-matches-frontier-quality-2026",
    "text": "GLOWC, an internal framework used by engineers at Airbnb, makes it easy to fine-tune open-weight language (and vision-language) models into fast, accurate classifiers. In this blog post, we put one of these classifiers head-to-head with open-weight and proprietary models and find that it matches frontier-level quality in under 100ms at roughly 1% of the cost.",
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    "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": "Introduction",
      "url": "https://airbnb.tech/ai-ml/frontier-quality-at-1-of-the-cost-a-production-benchmark-of-llm-classifiers/"
    },
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    "verification": {
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      "reviewedOn": "2026-11-05"
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        "period": "2026 benchmark",
        "definition": "approximate cost of the fine-tuned classifier relative to frontier models on one production policy task, at public list rates and single-GPU rental cost",
        "level": "human-out"
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    "url": "https://the-ai-record.com/passages/airbnb-glowc-fine-tuned-classifier-matches-frontier-quality-2026",
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    "An empty result means the archive holds nothing on it, not that nobody has said anything."
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}