We create a automated tool for forecasting based on advanced machine learning algorithms. Basically it will take up any data, clean it up, apply desired algorithms which works best for that data and share results along with predicted accuracy & test results. We will create an excellent UI on top it so that users will not have to do anything manually and data will be presented in report format. There will be manual and automatic modes for user preferences if they want to experiment. It will also have a emergency developer mode if something goes wrong. QC will be embedded.
We can pitch this data to various companies who employ many data scientists and develop already available algorithms from scratch. We will create online tools and apps based on this platform to showcase the product and gain popularity. For example Airfare prediction app or saving/expenditure forecasting app.
Idea is to standardize already present algorithms and push the limits of accuracy in predictions. We will bundle this as a product (and not service) so that end consumers who are not very technical, can also take benefits from advancements of data science.