Algolia is a hosted search as a service that offers high performance indexing and querying capabilities, as well as configurability. Its Instant Search UI library makes it easy to build a great search interface. The company was founded by Brian Douglas, but the episode actually features Vincent Voyer and Emily Hayman discussing Algolia. The key differentiator of Algolia is its performance, which sets it apart from other search services.