That's a very useful tool! Part of the reason that we launched the Atomwise AIMS program http://www.atomwise.com/aims-awards/ was to address the cost of compounds, in addition to the cost of equipment. We use our deep neural networks to pick 72 compounds (out of millions) that we buy, QC, plate, and ship to the PI for free.