Artificial Intelligence System-to-Client System User Interface Integration and Activated Telecommunication Plan Generation

An apparatus comprising:

• one or more processors;
• and
• a memory, coupled to the one or more processors, that includes code that when executed causes the one or more processors to perform operations comprising:
• providing a user interface to integrate communication between a telco planner client computer system and an artificial intelligence (AI) natural language processor (NLP) and telco plan generation system (AI NLP telco plan generation system) to:
• (i) receive a natural language telco plan request;
• and
• (ii) transmit to the AI NLP telco plan generation system, wherein the AI NLP telco plan generation system includes an artificial intelligence system having a natural language processing engine that includes a language model and machine learning algorithms;
• receiving, with the AI NLP telco plan generation system via the user interface, the natural language telco plan request framework data from the telco planner client computer system, wherein the natural language telco plan data includes data describing a telco plan desired by a user of the telco planner client computer system;
• activating the AI NLP telco plan generation system to perform operations comprising:
• a. determining and organizing metadata from the natural language telco plan data into a format that determines an intent of the machine-perceived user-intended telco plan, wherein the machine perceived user intended telco plan includes first telco plan features;
• b. matching features of existing telco plans to the first telco plan features to identify competitive telco plans;
• and
• c. generating a proposed telco plan consistent with the machine perceived user intended telco plan having features and feature values that exceed the competitive telco plan features and feature values within defined constraints.