Built in n8n as a visual workflow, the system scrapes target niche websites on a schedule, extracts top-performing articles, and rewrites them with AI following strict SEO (keyword density, meta, headers) and AEO (answer-box optimisation) principles. Finished articles are stored in MongoDB/Supabase and pushed to the publisher's webhook endpoint where a human reviewer can approve or edit before going live.