It seems that it is better to go with a Linux OS because Android requires an NDK build for Tesseract, the OCR Engine we are using to try and get this to work.
Got to pen a few words about this while my bootable USB is building. Sigh. So far, from my research, it seems I will need to work with both the Android SDK and NDK, look for a way to include Eclipse in Linux and prepare the Android tools onto it before I can even get started. 3 am. It’s going to be a long night.