Freddy Copilot’s Reply Suggester matches incoming ticket content against solution articles to generate suggested replies. Freddy AI Agent uses the same sources — plus any configured external URLs — to handle customer queries through the self-service portal. Article structure matters significantly: single-topic articles with direct, simple language produce the highest retrieval accuracy.