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

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 → The post Cloudflare bets you’re overpaying an LLM to read your invoices appeared first on Help Net Security .