On DriverSide, users register the type of car they drive. The most popular feature on the site, Mr. Traina said, is a tool that tells you what parts and labor should cost for repairs, based on the type of car and location, and includes reviews of local mechanics. It comes up with estimates based on data it collects from 35 sources, including car companies and repair shop receipts that other users have uploaded.