WarehouseGame Training: A Gamified Logistics Training Platform Integrating ChatGPT, DeepSeek, and Grok for Adaptive Learning

Modern warehouses play a fundamental role in today’s logistics, serving as strategic hubs for the reception, storage, and distribution of goods. However, training warehouse operators presents a significant challenge due to the complexity of logistics processes and the need for efficient and engaging...

Full description

Saved in:
Bibliographic Details
Main Authors: Juan José Romero Marras, Luis De la Torre, Dictino Chaos García
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/15/12/6392
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849433838888943616
author Juan José Romero Marras
Luis De la Torre
Dictino Chaos García
author_facet Juan José Romero Marras
Luis De la Torre
Dictino Chaos García
author_sort Juan José Romero Marras
collection DOAJ
description Modern warehouses play a fundamental role in today’s logistics, serving as strategic hubs for the reception, storage, and distribution of goods. However, training warehouse operators presents a significant challenge due to the complexity of logistics processes and the need for efficient and engaging learning methods. Training in logistics operations requires practical experience and the ability to adapt to real-world scenarios, which can result in high training costs. In this context, gamification and artificial intelligence emerge as innovative solutions to enhance training by increasing operator motivation, reducing learning time, and optimizing costs through personalized approaches. But is it possible to effectively apply these techniques to logistics training? This study introduces WarehouseGame Training, a gamified training tool developed in collaboration with Mecalux Software Solutions and implemented in Unity 3D. The solution integrates large language models (LLMs) such as ChatGPT, DeepSeek, and Grok to enhance adaptive learning. These models dynamically adjust challenge difficulty, provide contextual assistance, and evaluate user performance in logistics training scenarios. Through this gamified training tool, the performance of these AI models is analyzed and compared, assessing their ability to improve the learning experience and determine which one best adapts to this type of training.
format Article
id doaj-art-84b1dd87b88c460a81e8b0f87fe76b78
institution Kabale University
issn 2076-3417
language English
publishDate 2025-06-01
publisher MDPI AG
record_format Article
series Applied Sciences
spelling doaj-art-84b1dd87b88c460a81e8b0f87fe76b782025-08-20T03:26:53ZengMDPI AGApplied Sciences2076-34172025-06-011512639210.3390/app15126392WarehouseGame Training: A Gamified Logistics Training Platform Integrating ChatGPT, DeepSeek, and Grok for Adaptive LearningJuan José Romero Marras0Luis De la Torre1Dictino Chaos García2Departamento de Informática y Automática, ETSI Informatica, UNED, Juan del Rosal 16, 28015 Madrid, SpainDepartamento de Informática y Automática, ETSI Informatica, UNED, Juan del Rosal 16, 28015 Madrid, SpainDepartamento de Informática y Automática, ETSI Informatica, UNED, Juan del Rosal 16, 28015 Madrid, SpainModern warehouses play a fundamental role in today’s logistics, serving as strategic hubs for the reception, storage, and distribution of goods. However, training warehouse operators presents a significant challenge due to the complexity of logistics processes and the need for efficient and engaging learning methods. Training in logistics operations requires practical experience and the ability to adapt to real-world scenarios, which can result in high training costs. In this context, gamification and artificial intelligence emerge as innovative solutions to enhance training by increasing operator motivation, reducing learning time, and optimizing costs through personalized approaches. But is it possible to effectively apply these techniques to logistics training? This study introduces WarehouseGame Training, a gamified training tool developed in collaboration with Mecalux Software Solutions and implemented in Unity 3D. The solution integrates large language models (LLMs) such as ChatGPT, DeepSeek, and Grok to enhance adaptive learning. These models dynamically adjust challenge difficulty, provide contextual assistance, and evaluate user performance in logistics training scenarios. Through this gamified training tool, the performance of these AI models is analyzed and compared, assessing their ability to improve the learning experience and determine which one best adapts to this type of training.https://www.mdpi.com/2076-3417/15/12/6392gamificationlogistics traininglarge language modelsadaptive learningUnity 3DChatGPT
spellingShingle Juan José Romero Marras
Luis De la Torre
Dictino Chaos García
WarehouseGame Training: A Gamified Logistics Training Platform Integrating ChatGPT, DeepSeek, and Grok for Adaptive Learning
Applied Sciences
gamification
logistics training
large language models
adaptive learning
Unity 3D
ChatGPT
title WarehouseGame Training: A Gamified Logistics Training Platform Integrating ChatGPT, DeepSeek, and Grok for Adaptive Learning
title_full WarehouseGame Training: A Gamified Logistics Training Platform Integrating ChatGPT, DeepSeek, and Grok for Adaptive Learning
title_fullStr WarehouseGame Training: A Gamified Logistics Training Platform Integrating ChatGPT, DeepSeek, and Grok for Adaptive Learning
title_full_unstemmed WarehouseGame Training: A Gamified Logistics Training Platform Integrating ChatGPT, DeepSeek, and Grok for Adaptive Learning
title_short WarehouseGame Training: A Gamified Logistics Training Platform Integrating ChatGPT, DeepSeek, and Grok for Adaptive Learning
title_sort warehousegame training a gamified logistics training platform integrating chatgpt deepseek and grok for adaptive learning
topic gamification
logistics training
large language models
adaptive learning
Unity 3D
ChatGPT
url https://www.mdpi.com/2076-3417/15/12/6392
work_keys_str_mv AT juanjoseromeromarras warehousegametrainingagamifiedlogisticstrainingplatformintegratingchatgptdeepseekandgrokforadaptivelearning
AT luisdelatorre warehousegametrainingagamifiedlogisticstrainingplatformintegratingchatgptdeepseekandgrokforadaptivelearning
AT dictinochaosgarcia warehousegametrainingagamifiedlogisticstrainingplatformintegratingchatgptdeepseekandgrokforadaptivelearning