{
  "id": 15670851,
  "title": "Cloudflare debuts Clairic, a System One-class extraction model it says processes unstructured data faster, more cheaply, and more accurately than normal LLMs (Cloudflare)",
  "url": "https://urgent.news/2026/10/19/cloudflare-debuts-clairic-a-system-one-class-extraction-model-it-says",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-19T22:35:00.000Z",
  "source": {
    "name": "Techmeme",
    "slug": "techmeme",
    "url": "https://blog.cloudflare.com/clairic-extraction-model/"
  },
  "original_language": "en",
  "account": "Cloudflare has unveiled Clairic, a novel System One-class extraction model that processes unstructured data more swiftly, inexpensively, and accurately than conventional language models. Available via Workers AI as @cf/cloudflare/clairic, Clairic is intended for open-weight release soon. Drawing inspiration from the System One models introduced by TypeSafe, Clairic aims to address tasks where traditional LLMs falter, such as extracting values, computing, estimating, and forecasting from unstructured inputs. Unlike LLMs that generate responses, Clairic directly retrieves, computes, or predicts values from the input, returning them in a single pass. Outputs include typed values like numbers, names, dates, and lists, along with confidence scores and probability thresholds indicating the model's accuracy. Designed to replace the need for multiple parsing and validation layers, Clairic streamlines workflows by delivering typed answers directly from the input, eliminating the inherent errors associated with LLM-generated outputs.",
  "summary": "Today, we're announcing a preview of a new class of System One-style models: extraction models.",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}