Car Reliability

Reliability is often from the word of mouth.  Someone has a bad experience and their friends would avoid the product.  But how do we know more about reliability without having to buy and try one.  I found a reliability index website, but I think their work is quite incomplete and not sufficiently scientific.  It is a good guide for someone with basic understanding, but it would be bad for someone who would use it as a gospel.