The OnCorps derivative confirmation AI system handles the end-to-end tracking of derivative confirmations. The system pulls attachments from broker email confirmations. As confirmation attachments are read and parsed by our app, the system immediately seeks a matching trading ticket in the system. If the AI finds a perfect match, the confirmation is queued under the Unconfirmed tab. These are confirmations perfectly matched awaiting confirmation. If the AI cannot find a match, it may be because a trade ticket has not yet been processed. It could also remain unmatched if the AI does not recognize the broker or confirmation document. In this case, the system tracks the case but the analyst must do the matching work themselves.