"Using cluster model results and validate"

Hi there!
            I have used Kmeans to generate clusters with a training set, based in product's features that have a price. After that I would like to use a Testing set that have no price and i'd like to predict it, selecting the cluster with similar elements. How can i do the last thing?

Regards!