Great question. We focus on embedding in your data pipelines themselves. So, our AI automatically maps data, and can be used as a data pipeline indefinitely. Indeed, it can connect to APIs and handle dynamic output or edge cases you did not expect. Also, we work on handling any complexity of transformations (1-1 mappings, all the way to string manipulation, classification, aggregrations, etc).