Document processing platform

A method comprising:

• interpreting, via at least one processor, a plurality of historical documents corresponding to a plurality of past entities comprising at least one of a vendor, a payor, an account, or an expense source;
• determining, via a machine learning model, a set of prediction models based at least in part on the plurality of historical documents;
• interpreting, via the at least one processor, a subsequent document;
• interpreting, via the at least one processor, additional historical data from a database, the additional historical data corresponding to at least one of the plurality of entities;
• in response to interpreting the subsequent document, automatically determining a common field of the subsequent document, wherein the common field is directly known from the subsequent document;
• in response to the determination of the common field, automatically predicting, via the at least one processor, an initial judgment field of the subsequent document based at least in part on the set of prediction models and the common field, wherein the initial judgment field is at least one of missing or illegible from the subsequent document;
• in response to the determination of the initial judgment field, automatically determining, via the at least one processor, a value for each of one or more remaining judgment fields for the subsequent document via the set of prediction models based at least in part on the historical data and the initial judgment field, wherein the value for at least one of the remaining judgment fields corresponds to an entity associated with the subsequent document;
• and
• transmitting, via the at least one processor, the subsequent document with the value for the initial judgment field and the value for each of the one or more remaining judgment fields.

An apparatus comprising:

• an invoice processing circuit structured to:
• interpret a plurality of historical documents corresponding to a plurality of past entities comprising at least one of a vendor, a payor, an account, or an expense source;
• and
• interpret a subsequent document;
• a historical data processing circuit structured to:
• determine, via a machine learning model, a set of prediction models based at least in part on the plurality of historical documents;
• and
• interpret additional historical data from a database, the additional historical data corresponding to at least one of the plurality of entities;
• a judgment field processing circuit structured to:
• in response to the interpretation of the subsequent document, automatically determine a common field of the subsequent document, wherein the common field is directly known from the subsequent document;
• in response to the determination of the common field, automatically predict an initial judgment field of the subsequent document based at least in part on the set of prediction models and the common field, wherein the initial judgment field is at least one of missing or illegible from the subsequent document;
• and
• in response to the determination of the initial judgment field, automatically predict a value for each of one or more remaining judgment fields for the subsequent document via set of prediction models based at least in part on the additional historical data and the initial judgment field, wherein the value for at least one of the remaining judgment fields corresponds to an entity associated with the subsequent document;
• and
• an invoice provisioning circuit structure to transmit the subsequent document with the value for the initial judgment field and the value for each of the one or more remaining judgment fields.