Patent ID: 11966859
Assignee: CAPITAL ONE SERVICES, LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 18:
19. A system comprising:
a non-transitory computer readable medium storing software instructions; and
at least one processor in communication with the non-transitory computer readable medium, wherein, upon execution of the software instructions, the at least one processor is configured to:
access a plurality of activity data entries in an activity record database, each activity data entry comprising at least one data item;
utilize an entity matching machine learning model to identify a plurality of matching activity data entries within the plurality of activity data entries matched to an entity record associated with an entity based at least in part on the at least one data item of each activity data entry;
determine an index for the unknown entity record based at least in part on the at least one data item of each matching activity data entry;
categorize the entity record based on the index according to a set of predetermined quantity index ranges to match the entity record to the service of a plurality of products; and
instruct a display of a computing device to render a graphical user interface that presents a recommendation for the service based at least in part on the categorizing of the entity record according to a set of predetermined quantity index ranges.