Dynamic ai system for context-aware, domain-specific workflow management

A system comprising:

• one or more computing processors;
• and
• a machine-readable storage medium storing instructions that, when executed by the one or more processors, cause the system to:
• receive a query from a client;
• initiate a classification process of the query that generates an action attribute for the query;
• initiate an extraction process of the query that generates a parameter attribute for the action attribute of the query;
• initiate a plurality of parameter functions based on the parameter attribute that generates at least one or more outputs;
• and
• generate, using a large language model (LLM), a response to the query using the action attribute generated by the classification process, the parameter attribute generated by the extraction process, and the one or more outputs generated by the plurality of parameter functions;
• wherein the outputs generated by the plurality of parameter functions comprise at least a sentiment classification, a semantically similar content and a dynamically constructed prompt.