Agent-based approach to implementing artificial intelligence (AI) in service-oriented architecture (SOA)

Authors

  • Anatolii Petrenko Educational and Research Institute for Applied System Analysis of the National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute", Kyiv, Ukraine https://orcid.org/0000-0001-6712-7792

DOI:

https://doi.org/10.20535/SRIT.2308-8893.2025.1.08

Keywords:

AI (Artificial intelligence), agentic AI, AI-agent, SOA (Service oriented architecture), SaaS (Software-as-a-Service), RAG (Retrieval-Augmented Generation), large language models (LLM), single-agent and multi-agent systems, AI agent development platforms, AI agent integration with SaaS, AI agents and SOA

Abstract

Artificial Intelligence (AI) is becoming a general-purpose technology and is gaining a universal character for engineering, science, and society that today is only inherent in mathematics and computer technology. The agent-based approach to implementing artificial intelligence (AI) within the service-oriented architecture of an application is a fascinating and highly synergistic concept. Combining these paradigms leads to robust, scalable, and intelligent systems well suited for dynamic and distributed environments. This paper presents the results of a comparative analysis of three possible approaches to integrating AI into business processes, namely, connecting AI agents to service-oriented architecture (SOA), connecting AI agents to software (SaaS), and building AI as a service (AIaaS). The paper provides some insights into the potential benefits, challenges, examples, and considerations when adopting each of these approaches.

Author Biography

Anatolii Petrenko, Educational and Research Institute for Applied System Analysis of the National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute", Kyiv

Doctor of Technical Sciences, a professor at the Department of Systems Design of Educational and Research Institute for Applied System Analysis of the National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute", Kyiv, Ukraine.

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Published

2025-03-28

Issue

Section

Methods, models, and technologies of artificial intelligence in system analysis and control