That doesn't sound right. Every significant NoSQL deployment I've heard of was either a replacement for a relational DB or is a task that can be solved by a relational DB with some work. This includes Google's usage of BigTable, Facebook's usage of Cassandra, Digg's usage of Cassandra as well as reddit's.
Which deployments are you thinking of when you say NoSQL DBs are not competitive with relational ones?