Public workshop demo. This is a live fork of the Content Pipeline app — visitor data lives in a separate database from the real Ahrefs internal copy. Stage runs trigger paid LLM + Ahrefs API calls, so rate limits apply (see top-right). Projects auto-delete after 7 days.