Rather than training its own frontier base model, Perplexity's product routes queries to a mix of third-party and in-house models, retrieves and ranks live web sources, and generates an answer with inline citations back to those sources. It's frequently discussed as a direct challenger to traditional search engines rather than to chat assistants.