The problem with a markov chain is that the sentences it generates are often nonsensical. A markov chain is useful for predicting a few words out of a sentence

The problem with a markov chain is that the sentences it generates are often nonsensical. A markov chain is useful for predicting a few words out of a sentence a human already has generated, but not an entire sentence.