GENERATIVE ARTIFICIAL INTELLIGENCE (GenAI)-DRIVEN ENHANCEMENTS TO AN INTERNET PROTOCOL (IP) MULTIMEDIA SUBSYSTEM (IMS)

A non-transitory machine-readable medium, comprising executable instructions that, when executed by a processing system including a processor, facilitate performance of operations, the operations comprising:

• receiving call data from a plurality of Call Session Control Functions (CSCFs) of an Internet Protocol (IP) Multimedia Subsystem (IMS), resulting in received call data, wherein the call data relates to one or more telephone numbers (TNs) associated with spam;
• utilizing the received call data to train an artificial intelligence (AI) model on characteristics of spam calls, resulting in a trained AI model;
• storing vectors associated with the received call data in one or more vector databases;
• continuously collecting additional call data from the plurality of CSCFs for storage as additional vectors in the one or more vector databases;
• querying the one or more vector databases to retrieve current and historical call data, resulting in retrieved data;
• performing an analysis of the retrieved data;
• and
• based on the analysis, utilizing at least a portion of the retrieved data to re-train the AI model for increased spam call detection accuracy.

A method, comprising:

• collecting, by a processing system including a processor, data relating to a Call Session Control Function (CSCF) of an Internet Protocol (IP) Multimedia Subsystem (IMS), resulting in collected data;
• extracting, by the processing system, one or more features or metrics from the collected data, resulting in extracted data, for storage in one or more vector databases;
• periodically causing, by the processing system, a query to be submitted to the one or more vector databases for retrieving information regarding the CSCF, resulting in retrieved information;
• analyzing, by the processing system, the retrieved information using one or more artificial intelligence (AI) models;
• and
• causing, by the processing system, an output command generated based on the analyzing to be provided to one or more network devices or network management systems to trigger adjustment of one or more network-related parameters.