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Framework for Implementing LLMS for Software Quality

Research output: Conference contributionpeer-review

Abstract

This study presents a framework for applying Large Language Models (LLMs) to software quality improvement, utilizing the iterative approach of the Deming Cycle. After applying a bibliographic method that integrates quantitative and qualitative analysis, current practices and essential indicators were analyzed, identifying important metrics such as task automation, reduced development time, improved error detection, and enhanced code quality. The framework defines a strategic combination of LLMs that overcome the shortcomings of conventional approaches such as the Software Development Life Cycle (SDLC) and agile methodologies, in terms of flexibility and accuracy. For the validation of the framework, expert surveys were conducted, and the results were analyzed using a Likert scale based on the IADOV technique to assess their perceptions. Complementary analyses were also conducted, along with a strategic assessment through a SWOT analysis and an economic assessment that included the return on investment (ROI). This analysis demonstrated a positive economic effect and highlighted the usefulness of the framework in demanding development environments. The results obtained establish the framework’s ability to adjust to complex and dynamic projects by driving constant improvements in software quality.

Original languageEnglish
Title of host publicationInternational Conference on Applied Technologies - 7th International Conference on Applied Technologies, ICAT 2025, Revised Selected Papers
EditorsMiguel Botto-Tobar, Lohana Lema Moreta, Marcelo Zambrano Vizuete, Sergio Montes León, Pablo Torres-Carrion, Benjamin Durakovic
PublisherSpringer Science and Business Media Deutschland GmbH
Pages296-309
Number of pages14
ISBN (Print)9783032226402
DOIs
Publication statusPublished - 2026
Event7th International Conference on Applied Technologies, ICAT 2025 - Samborondon, Ecuador
Duration: 26 Nov 202528 Nov 2025

Publication series

NameCommunications in Computer and Information Science
Volume2949 CCIS
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference7th International Conference on Applied Technologies, ICAT 2025
Country/TerritoryEcuador
CitySamborondon
Period26/11/2528/11/25

Bibliographical note

Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2026.

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