| CPC G06Q 40/03 (2023.01) | 18 Claims |
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1. One or more non-transitory computer storage media storing computer-readable instructions that, when executed by one or more processors, cause the one or more processors to perform operations, the operations comprising:
integrating a plurality of operations into a user application using a volatility-based decomposition architecture, the volatility-based decomposition architecture being configured to modify one or more portions of an integration service to accommodate changes in external databases, data formats, and data retrieval methods,
wherein the integration service dynamically processes data received from an external server, a decision server, and a message server, wherein the external server is associated with an external database,
the plurality of operations comprising:
providing access, via a user interface, to one or more users over a computer network, wherein the access allows input of information related to an applicant via one or more selectable fields;
based on providing of the access, receiving, by a centralized integration processor comprising the volatility-based decomposition architecture, a request to authorize the applicant via the input;
in response to the receiving of the request, querying, by the centralized integration processor and over the computer network, a plurality of external databases, each of the plurality of external databases comprising respective data associated with the applicant, each of the respective data being in a respective format, wherein the centralized integration processor operates based on a modified integration service, the modified integration service accommodating a change in the external database, a data format, or a data retrieval method;
converting, by the centralized integration processor, each of the respective data associated with the applicant into a single standardized format, the converting comprising data parsers that extract relevant information from each of the respective data and transforming data types into the single standardized format;
consolidating the converted data into a data store, by the centralized integration processor using the volatility-based decomposition architecture, the converted data in the single standardized format;
accessing a machine-learning model within the centralized integration processor;
utilizing the machine-learning model within the centralized integration processor and based at least in part on the input of the information to the one or more selectable fields, identify a first entity match within the converted data;
determining, by the machine-learning model within the centralized integration processor, a first confidence level of the first entity match;
based on the first confidence level being above a pre-determined threshold, automatically generating, by the centralized integration processor, a message for a user to indicate if the first entity match is associated with the applicant;
using the message server, transmitting, over the computer network, the message to a user device associated with the user;
in response to the transmitting, receiving confirmation that the first entity match is associated with the applicant;
based on the confirmation, the first entity match, and the converted data, retraining the machine-learning to incorporate the data associated with the confirmation; and
using the decision server, evaluating the converted data to generate a decision result with the applicant, the decision result indicating whether to approve or deny the application.
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