ISSN2320-2882
Impact Factor9.17
UGC ParametersAligned
Low Cost₹1501 / $59
CrossRefDOI
ESTD2013
Peer ReviewTransparent
AccessOpen
Submission: Always Open
Paper Title
Anomaly Detection In Log Files Using GenAI
Authors
Mohammed Rayyan Faizan , Nithesshkumar Jeer Sridhar , Mohd Ehteshaam Khan , Keshav Sharma , Pallavi B
Keywords
Generative AI, Large Language Models, Log Analysis, Anomaly Detection, Semantic Search, Root Cause Analysis, Natural Language Processing, Vector Embedding, LangChain, ServiceNow Integration, IT Operations, Incident Management, Automated Troubleshooting, Scalable Support Systems, AI-Powered Interfaces.
Abstract
Log analysis is a critical process in IT operations, often requiring significant time and technical expertise. Traditional methods are manual, slow, and prone to errors during incident resolution. This project presents GenAI LogAnalyzer, an AI-powered system that automates log analysis using Large Language Models (LLMs). The tool leverages semantic search and natural language processing to identify anomalies, trace prompt flows, and assist in root cause analysis. It integrates with frameworks like LangChain and platforms such as ServiceNow to streamline incident handling. Logs are converted into structured insights using vector embeddings and LLM-based summarization. Featuring a user-friendly interface, the system enhances scalability, reduces operational overhead, and accelerates IT support workflows with intelligent, automated analysis.
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How To Cite
Choose the style your journal or department asks for, then copy it. Every version below is generated from this paper's own record.
IJCRT — journal style
"Anomaly Detection In Log Files Using GenAI", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.13, Issue 12, page no.d137-d143, December 2025, Available :https://ijcrt.org/papers/IJCRT2512367.pdf
APA — 7th edition
Faizan, M. R., Sridhar, N. J., Khan, M. E., Sharma, K., & B, P. (2025). Anomaly Detection In Log Files Using GenAI. International Journal of Creative Research Thoughts, 13(12), d137-d143. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512367
MLA — 9th edition
Faizan, Mohammed Rayyan, et al. "Anomaly Detection In Log Files Using GenAI." International Journal of Creative Research Thoughts, vol. 13, no. 12, 2025, pp. d137-d143, https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512367.
Chicago — 17th, bibliography
Faizan, Mohammed Rayyan, et al. "Anomaly Detection In Log Files Using GenAI." International Journal of Creative Research Thoughts 13, no. 12 (2025): d137-d143. https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512367.
Harvard — author–date
Faizan, M.R. et al. (2025) 'Anomaly Detection In Log Files Using GenAI', International Journal of Creative Research Thoughts, 13(12), pp. d137-d143. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512367
IEEE — numbered reference
M. R. Faizan, N. J. Sridhar, M. E. Khan, K. Sharma and P. B, "Anomaly Detection In Log Files Using GenAI," IJCRT, vol. 13, no. 12, pp. d137-d143, Dec. 2025.
Vancouver — biomedical
Faizan MR, Sridhar NJ, Khan ME, Sharma K, B P. Anomaly Detection In Log Files Using GenAI. IJCRT. 2025 Dec;13(12):d137-d143.
AMA — 11th edition
Faizan MR, Sridhar NJ, Khan ME, Sharma K, B P. Anomaly Detection In Log Files Using GenAI. IJCRT. 2025;13(12):d137-d143. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512367
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT2512367,
author = {Mohammed Rayyan Faizan and Nithesshkumar Jeer Sridhar and Mohd Ehteshaam Khan and Keshav Sharma and Pallavi B},
title = {Anomaly Detection In Log Files Using GenAI},
journal = {International Journal of Creative Research Thoughts},
volume = {13},
number = {12},
pages = {d137-d143},
year = {2025},
month = {December},
issn = {2320-2882},
url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512367}
}
RIS — EndNote, RefWorks
TY - JOUR
AU - Faizan, Mohammed Rayyan
AU - Sridhar, Nithesshkumar Jeer
AU - Khan, Mohd Ehteshaam
AU - Sharma, Keshav
AU - B, Pallavi
TI - Anomaly Detection In Log Files Using GenAI
T2 - International Journal of Creative Research Thoughts
JA - IJCRT
VL - 13
IS - 12
PY - 2025
SN - 2320-2882
UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512367
SP - d137-d143
ER -
Issue
Volume 13 Issue 12,
December-2025
Pages : d137-d143
Article Information
- Published In
- International Journal of Creative Research Thoughts — Volume 13, Issue 12, December 2025
- Pages
- d137-d143
- Published
- December 2025
- Registration ID
- IJCRT_298586
- Published Paper ID
- IJCRT2512367
- Research Area
- Science and Technology
- Author Type
- Indian Author
- Location
- Bangalore, Karnataka, India
- Peer Review
- Request Peer Review Report
- Licence
- CC BY 4.0 · Open Access
- ISSN & Impact Factor
- 2320-2882 · IF 9.17
- Downloads
- 196
- Permanent Link
- https://ijcrt.org/viewpaperforall.php?paper=IJCRT2512367
- Published Paper PDF
- https://ijcrt.org/papers/IJCRT2512367.pdf
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International Journal of Creative Research Thoughts
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The authors would like to thank the reviewers and the editorial board of International Journal of Creative Research Thoughts for their careful reading and constructive comments, and all colleagues who supported the preparation of this manuscript.
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