Prompt-Based Automation of Agile Requirements Documentation: Design for Limited-Infrastructure Environment

Authors

  • Roman Kruk Institute of automation, cybernetics and computer engineering, National University of water and environmental engineering
  • Nataliia Zhukovska The Department of Computer Science and Applied Mathematics, The National University of Water and Environmental Engineering, NUWEE

DOI:

https://doi.org/10.31713/MCIT.2025.032

Keywords:

Agile, requirements engineering, prompt engineering, Large Language Models, Feature Specification, process automation

Abstract

This study presents a proof-of-concept design and evaluation of a prompt-based automation approach for Agile requirements documentation in a limited-infrastructure environment. Building upon a previously proposed five-step LLM-based analytical framework, the research explores how structured prompt engineering can replicate the behavior of a full middleware system for transforming Jira exports into publishable Feature Specification Documents. The experiment involved 12 iterative prompt-refinement cycles applied to real project data. The final Gem’s configuration achieved 79% successful cases (improved by 27% when project knowledge artifacts were included). The results confirm that prompt-driven automation can effectively bridge unstructured Agile artifacts and formal specification, offering a lightweight and auditable alternative to traditional requirements documentation workflows.

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Published

2025-11-06

How to Cite

Kruk, R., & Zhukovska, N. (2025). Prompt-Based Automation of Agile Requirements Documentation: Design for Limited-Infrastructure Environment. Modeling, Control and Information Technologies: Proceedings of International Scientific and Practical Conference, (8), 113–116. https://doi.org/10.31713/MCIT.2025.032

Issue

No. 8 (2025): Modeling, control and information technologies: Proceedings of VIII International scientific and practical conference

Section

Software engineering and information technologies