Systems and methods for automated remediation of check data errors

A system, comprising:

• a check acquisition module that acquire a check image from an acquisition channel;
• a data extraction module that extracts transaction information from the check image;
• routing computer program that identifies an error in the transaction information;
• and
• a remediation computer program that identifies a correction for the error a confidence score in the correction using a trained machine learning correction engine and corrects the error with the correction in response to the confidence score being above a confidence score threshold.

A non-transitory computer readable storage medium, including instructions stored thereon, which when read and executed by one or more computer processors, cause the one or more computer processors to perform steps comprising:

• receiving a check image from an acquisition channel;
• extracting transaction information from the check image;
• determining that there is an error in the transaction information;
• identifying a correction for the error a confidence score in the correction using a trained machine learning correction engine;
• and
• correcting the error with the correction in response to the confidence score being above a confidence score threshold.