Content area

Abstract

ChatGPT, a recently developed natural large language processing tool, has been widely explored in various fields of science and research. This study aimed to evaluate the potential use of ChatGPT as a sensory evaluator of hypothetical formulations of chocolate brownies. ChatGPT was prompted to act as an experienced taster to provide a detailed description of sensory characteristics for fifteen chocolate brownie formulations grouped into three categories (standard, common ingredients replacements, and uncommon ingredients replacements). Sentiment analysis, emotions/descriptors classification, and correspondence analysis were conducted to analyze ChatGPT responses. Results showed that the terms “trust”, “anticipation”, and “joy” were the most frequently expressed sentiments in the ChatGPT responses. The valence of all ChatGPT responses was mostly positive. The overall quality scores of all chocolate brownie formulations given by ChatGPT were extremely high, in the range of 8.5–9.5 (out of 10). ChatGPT tended to have higher positive emotions to formulations (some including worm meals and fish oil) that might have the opposite reactions with real consumers. Further research should focus on validating ChatGPT sensory descriptors with the outcomes of a human sensory panel. Additionally, future studies can explore the potential use of ChatGPT in evaluating the sensory characteristics of other food products for optimizing the product development process.

Details

1009240
Company / organization
Title
The Potential Use of ChatGPT as a Sensory Evaluator of Chocolate Brownies: A Brief Case Study
Author
Publication title
Foods; Basel
Volume
14
Issue
3
First page
464
Publication year
2025
Publication date
2025
Publisher
MDPI AG
Place of publication
Basel
Country of publication
Switzerland
Publication subject
e-ISSN
23048158
Source type
Scholarly Journal
Language of publication
English
Document type
Case Study, Journal Article
Publication history
 
 
Online publication date
2025-02-01
Milestone dates
2024-12-19 (Received); 2025-01-28 (Accepted)
Publication history
 
 
   First posting date
01 Feb 2025
ProQuest document ID
3165824178
Document URL
https://www.proquest.com/scholarly-journals/potential-use-chatgpt-as-sensory-evaluator/docview/3165824178/se-2?accountid=208611
Copyright
© 2025 by the author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2025-07-18
Database
ProQuest One Academic