# Cloudflare bets you’re overpaying an LLM to read your invoices

> Source: <https://www.helpnetsecurity.com/2026/10/20/cloudflare-ai-clairic-extraction-model/>
> Published: 2026-10-20 03:45:03+00:00

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/) 

The 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).