PostgreSQL 9.6 introduces parallel query, after many years of development.
Response times from long running queries can be improved by the use of parallel processing. The concept is that we divide a large task up into multiple smaller pieces. We get the answer faster, but we use more resources to do that.
Very short queries won't get faster by using parallel query, so you'll gain more by thinking about better indexing strategies.