Patent ID: 11921692
Assignee: CAPITAL ONE SERVICES, LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G  H | IPC G

Claim 17:
18. A system comprising:
a non-transient computer memory, storing software instructions;
at least one processor of a first computing device associated with a user;
wherein, when the at least one processor executes the software instructions, the first computing device is programmed to:
receive, by at least one processor, input data from at least one external data aggregator at a predetermined interval of time associated with a collection of input data, wherein the input data is telecommunication data;
utilize, by the at least one processor, at least one trained machine learning algorithm to generate a database of known queries associated with a plurality of users based on an analysis of the input data received from the at least one external data aggregator, wherein the analysis of the input data provides additional information associated with a plurality of indicative markers;
receive, by the at least one processor, subsequent input data from the at least one external aggregator at a later interval of time;
automatically update, by the at least one processor, the database of known queries associated with the plurality of users based on the subsequent input data;
utilize, by the at least one processor, the at least one trained machine learning algorithm to perform a cross-reference analysis to determine a presence of at least one data record within the database of known queries, wherein the at least one data record is at least one data point shared between the input data and the subsequent input data;
dynamically remove, by the at least one processor, the at least one data record from the database of known queries based on the cross-reference analysis;
utilize, by the at least one processor, the trained machine learning algorithm to predict a trigger associated with the presence of the at least one data record comprising the at least one data point, wherein the at least one trigger is a data correctness confidence value associated with the at least one external data aggregator; and
instruct, by at least one processor, at least one graphic user interface (GUI) having at least one programmable GUI element within a computing device to initiate a verification of the presence of the at least one data record, comprising the at least one data point, based on the plurality of indicative markers.