Machine Learning Speculation – Product Rating

The product is the ?most important itemĀ for a company.

I wonder therefor if you can use machine learning to predict the price for the product from all the data. For instance. The visual graphics and specifications. With that you should be able to test different designs so that customers feel that they get a very good deal.

Is there an easy to do this?