Apparatuses, systems, and methods utilizing natural language processing for generating an accurate career development suggestion via a chatbot implementing a large language model are provided. The method comprises: receiving, by one or more processors and from a user device, an information element associated with a user including a writing sample; evaluating, by the one or more processors and via the chatbot, the writing sample to generate a parameter indicative of a skill level of the user, the parameter compliant for use by a database; transmitting, by the one or more processors and to the database, the parameter to cause the database to obtain a search result using the parameter; generating, by the one or more processors, a career development suggestion based upon the search result; and presenting, by the one or more processors and to the user via the user device, the career development suggestion.