The document provides an overview of Riak, describing it as a key-value store that is distributed, horizontally scalable, fault-tolerant, and highly available. It was built for the web and was inspired by Amazon's Dynamo database. The tutorial then demonstrates how to install Riak, start a cluster, and perform basic PUT and GET operations to store and retrieve values.