## [Build a real-time fact checker with Parallel and Cerebras](https://parallel.ai/blog/cerebras-fact-checker)
This guide demonstrates how to build a complete fact-checking application that extracts verifiable claims from any text or URL and validates them against live web sources. By the end, you'll have a streaming fact checker with a polished UI that highlights claims directly in the content as they're verified in real-time.
Tags:Cookbook
Reading time: 5 minBy Parallel
January 8, 2026




