Metrics for unsupervised doc2vec model

Question

I have just built a simple doc2vec model using the gensim library, pretty much followed the tutorial located here.

The methods provided for checking the quality of the model are very manual and require reading the similar docs, is there a way to calculate some other metrics from the model to try and improve its performance?