All good points.

The flow is simple - upload a CSV and we'll spit out serialized models, CSV of results comparing algorithms, and an HTTP endpoint where you can get predictions.

To your point about being more than a flat CSV: yes that is absolutely correct. We're starting with flat but moving towards sucking in relations (automatic joins) and constructing feature vectors from that.