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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  Paper Title

Retrieval-Augmented Requirements: Using RAG to Elicit, Trace, and Validate Requirements from Enterprise Knowledge Bases

  Authors

  Syed Khundmir Azmi

  Keywords

RAG application, requirements elicitation, traceability improvement, AI-driven applications, knowledge management, system validation, data retrieval

  Abstract


This paper discusses how the Retrieval-Augmented Generation (RAG) can be utilized in improving the process of eliciting, tracing and validating requirements of enterprise knowledge bases. It provides a holistic way of combining RAG with the conventional requirements engineering techniques in order to solve the problem of data inconsistency, unfinished requirements and ineffective tracing. The research procedure is a qualitative case study research of the organizations which have implemented RAG and comparing its effectiveness in enhancing requirements management. The most important findings include the capabilities of RAG to enhance the accuracy of requirements retrieval and enhance their efficiency, the better traceability, and the minimization of the errors in system validation. This research also has contributions of a better understanding of RAG in the modernization of requirements engineering, which can be applied in organizations aiming at streamlining their requirements. The current study also implies the further areas of developing the RAG methods that will be more flexible to meet the changing demands of the enterprise.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2509426

  Paper ID - 293803

  Page Number(s) - d647-d663

  Pubished in - Volume 13 | Issue 9 | September 2025

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Syed Khundmir Azmi,   "Retrieval-Augmented Requirements: Using RAG to Elicit, Trace, and Validate Requirements from Enterprise Knowledge Bases", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 9, pp.d647-d663, September 2025, Available at :http://www.ijcrt.org/papers/IJCRT2509426.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
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