InfoSecPilot: Navigating the Complex Landscape of Information Security with an AI-Powered Knowledge Management Chatbot

This research investigates the development and implementation of an AI-powered conversational agent utilizing large language models (LLMs) to enhance knowledge management capabilities for information security professionals. The study employed systematic prompt engineering methodologies and structured technology validation protocols to assess chatbot performance across multiple evaluation frameworks, including user satisfaction metrics, Cohen's Kappa inter-rater reliability analysis, and Confusion Matrix statistical validation. Empirical results demonstrate substantial concordance between AI-generated responses and subject matter expert assessments, with statistically significant accuracy rates and high user satisfaction scores. The findings establish the technical feasibility and practical utility of generative AI systems as sophisticated decision-support tools within information security practice domains. This investigation contributes empirical evidence supporting the integration of AI-assisted technologies in professional workflows, demonstrating measurable improvements in knowledge accessibility and evidence-based decision-making processes. The research represents a significant advancement in applying generative artificial intelligence to specialized professional contexts, providing foundational insights for broader adoption of AI-enhanced knowledge management systems in information security practice.

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Publication Details

Journal
Journal of Knowledge Management and Practice
Published
2025-06-17
DOI
https://doi.org/10.62477/jkmp.v25i4.536
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
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article

InfoSecPilot: Navigating the Complex Landscape of Information Security with an AI-Powered Knowledge Management Chatbot

Andres Fortino, Y. L. Yu
Journal of Knowledge Management and Practice
Ethics and Social Impacts of AI
article

InfoSecPilot: Navigating the Complex Landscape of Information Security with an AI-Powered Knowledge Management Chatbot

Andres Fortino, Y. L. Yu
article en

Abstract

This research investigates the development and implementation of an AI-powered conversational agent utilizing large language models (LLMs) to enhance knowledge management capabilities for information security professionals. The study employed systematic prompt engineering methodologies and structured technology validation protocols to assess chatbot performance across multiple evaluation frameworks, including user satisfaction metrics, Cohen's Kappa inter-rater reliability analysis, and Confusion Matrix statistical validation. Empirical results demonstrate substantial concordance between AI-generated responses and subject matter expert assessments, with statistically significant accuracy rates and high user satisfaction scores. The findings establish the technical feasibility and practical utility of generative AI systems as sophisticated decision-support tools within information security practice domains. This investigation contributes empirical evidence supporting the integration of AI-assisted technologies in professional workflows, demonstrating measurable improvements in knowledge accessibility and evidence-based decision-making processes. The research represents a significant advancement in applying generative artificial intelligence to specialized professional contexts, providing foundational insights for broader adoption of AI-enhanced knowledge management systems in information security practice.

Journal of Knowledge Management and PracticeVol. 25(4)
New York University (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 87%
Ethics and Social Impacts of AI
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InfoSecPilot: Navigating the Complex Landscape of Information Security with an AI-Powered Knowledge Management Chatbot — Andres Fortino, Y. L. Yu · Journal of Knowledge Management and Practice (2025) | TGRS Research Map | TGRS