@nerdponx This is really a great question. We are currently using AI for schema generation as well as column matching. The column matching is done with the Dice's Coefficient in yobulk system. But with chatgpt's column matcher, we are leveraging the model of chatgpt to match the columns. Further, there is a roadmap for auto cleaning by keeping the historical records and bulding a model to sense the data type entered into the csv for the specific organization.We give the user final power to decide which if the GPT output is correct or not.Happy to engage with you on this topic.