{"slug": "cloudflare-bets-youre-overpaying-an-llm-to-read-your-invoices", "title": "Cloudflare bets you’re overpaying an LLM to read your invoices", "summary": "Cloudflare released a preview of Clairic, an extraction model that pulls typed values out of messy text and images in one pass without generating tokens. In Cloudflare's test on a damaged-product support claim, a pipeline built around Clairic finished in 19.3 seconds versus 61.7 seconds for a version that used an LLM at every step, and cost 49% less. Clairic targets the extraction work developers routinely hand to large language models, such as reading invoices.", "body_md": "Cloudflare released a preview of Clairic, an extraction model that pulls typed values out of messy text and images in one pass without generating tokens. In Cloudflare’s test on a damaged-product support claim, a pipeline built around Clairic finished in 19.3 seconds, against 61.7 seconds for a version that used an LLM at every step, and cost 49% less. Clairic goes after a job developers routinely hand to large language models: read this invoice and … [More](https://www.helpnetsecurity.com/2026/10/20/cloudflare-ai-clairic-extraction-model/) \n\nThe post [Cloudflare bets you’re overpaying an LLM to read your invoices](https://www.helpnetsecurity.com/2026/10/20/cloudflare-ai-clairic-extraction-model/) appeared first on [Help Net Security](https://www.helpnetsecurity.com).", "url": "https://wpnews.pro/news/cloudflare-bets-youre-overpaying-an-llm-to-read-your-invoices", "canonical_source": "https://www.helpnetsecurity.com/2026/10/20/cloudflare-ai-clairic-extraction-model/", "published_at": "2026-10-20 03:45:03+00:00", "updated_at": "2026-10-20 03:46:48.114118+00:00", "lang": "en", "topics": ["artificial-intelligence", "large-language-models", "ai-tools", "ai-products"], "entities": ["Cloudflare", "Clairic", "Help Net Security"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/cloudflare-bets-youre-overpaying-an-llm-to-read-your-invoices", "markdown": "https://wpnews.pro/news/cloudflare-bets-youre-overpaying-an-llm-to-read-your-invoices.md", "text": "https://wpnews.pro/news/cloudflare-bets-youre-overpaying-an-llm-to-read-your-invoices.txt", "jsonld": "https://wpnews.pro/news/cloudflare-bets-youre-overpaying-an-llm-to-read-your-invoices.jsonld"}}