In this paper we present the design and evaluation of an AI-powered chatbot tool to support course-related information for an undergraduate class at the University of Florence. Using the Landbot platform integrated with OpenAI’s gpt4 model, the chatbot provided students with real-time responses to course-related frequent questions. We assessed the chatbot’s performance through a post-course survey administered to 35 students. The ease of use, speed, and reliability were highly appreciated, while usefulness and response adequacy received mixed feedback. The reported main limitation was its limited scope, only answering questions about few selected topics. A k-means clustering analysis revealed two distinct groups of students, with a different satisfaction level; however, both groups agreed on preferring to use the chatbot over the official website of the University of Florence.

AI-Powered Chatbot Assistant for Course Organization / Magnolfi, Alessio; Vicario, Eugenio; Boncinelli, Leonardo. - ELETTRONICO. - 2467:(2025), pp. 185-196. ( 6th International Conference on Higher Education Learning Methodologies and Technologies Online, HELMeTO 2024 ita 2024) [10.1007/978-3-031-94002-6_14].

AI-Powered Chatbot Assistant for Course Organization

Magnolfi, Alessio
;
Vicario, Eugenio
;
Boncinelli, Leonardo
2025

Abstract

In this paper we present the design and evaluation of an AI-powered chatbot tool to support course-related information for an undergraduate class at the University of Florence. Using the Landbot platform integrated with OpenAI’s gpt4 model, the chatbot provided students with real-time responses to course-related frequent questions. We assessed the chatbot’s performance through a post-course survey administered to 35 students. The ease of use, speed, and reliability were highly appreciated, while usefulness and response adequacy received mixed feedback. The reported main limitation was its limited scope, only answering questions about few selected topics. A k-means clustering analysis revealed two distinct groups of students, with a different satisfaction level; however, both groups agreed on preferring to use the chatbot over the official website of the University of Florence.
2025
Higher Education Learning Methodologies and Technologies Online
6th International Conference on Higher Education Learning Methodologies and Technologies Online, HELMeTO 2024
ita
2024
Magnolfi, Alessio; Vicario, Eugenio; Boncinelli, Leonardo
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Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/1462316
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