{
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  "passage": {
    "id": "mercado-libre-ramp-up-our-use-third-party-ai-2026",
    "text": "We expect this leverage to be partially offset by the ramp up in our use of third-party AI models. This reflects a deliberate choice to prioritize company-wide adoption over cost optimization at this stage. This investment is contributing to cost efficiency across many other expense lines (customer service, for example) as well as helping us to generate incremental revenue (in Acquiring and Advertising, for example).",
    "context": null,
    "speaker": null,
    "speakerId": null,
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    "voice": "organization",
    "organization": "Mercado Libre",
    "organizationId": "mercado-libre",
    "organizationUrl": "https://the-ai-record.com/organizations/mercado-libre",
    "aiVendor": false,
    "work": {
      "title": "MercadoLibre, Inc. Q1 2026 results (Form 8-K, Exhibit 99.1)",
      "type": "filing",
      "date": "2026-05-07",
      "publisher": "SEC EDGAR",
      "locator": "Costs and expenses, Product Development",
      "url": "https://www.sec.gov/Archives/edgar/data/1099590/000109959026000014/meli-20260507xex991.htm"
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      "reviewedOn": "2026-11-04"
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      "controlling-ai-spend",
      "support-cost"
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    "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."
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}