Rule-based chatbots are intriguing AI systems that depend upon a predefined set of rules to produce responses. Unlike their more advanced counterparts, these chatbots are devoid of sophisticated learning mechanisms. Instead, they function by analyzing user input against a database of predefined rules. This straightforward approach makes rule-based