Agent-based approach to implementing artificial intelligence (AI) in service-oriented architecture (SOA)
DOI:
https://doi.org/10.20535/SRIT.2308-8893.2025.1.08Keywords:
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 SOAAbstract
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.
References
SOAIS. Agentic AI: The Future of Autonomous, Action-Driven Automation. Available: https://soais.com/agentic-ai-the-future-of-autonomous-action-driven-automation/
Lorena Nessi, What are AI Agents: How To Create a Based AI Agent. Available: https://www.ccn.com/education/crypto/ai-agents-how-to-create-based-ai-agent/
Olesia, AI Agents: Types, Functions, Advantages & Challenges - Exploring the World of Autonomous Intelligence. Available: https://lablab.ai/blog/the-best-ai-agents-in-2023
Atomicwork. 12 AI agent frameworks for businesses to consider in 2025. Available: https://www.atomicwork.com/itsm/best-ai-agent-frameworks
Haricharaun Jayakumar, Agent AI and Generative AI: understanding the difference. Available: https://www.solix.com/uk/blog/agentic-ai-and-generative-ai-understanding-the-difference
Ilias Ism, 10 Real-World AI Agent Examples in 2024. Available: https://www.chatbase.co/blog/ai-agent-examples
G. Sreedevi, From RAG to TAG: Leveraging the Power of Table-Augmented Generation (TAG): A Leap Beyond Retrieval-Augmented Generation (RAG). Available: https://www.linkedin.com/pulse/from-rag-tag-leveraging-power-table-augmented-leap-beyond-gogusetty-nh8hf/
Hiren Dhaduk, 6 Types of AI Agents: Exploring the Future of Intelligent Machines. Available: https://www.simform.com/blog/types-of-ai-agents/
Avishek Biswas, The Ultimate Guide to RAGs — Each Component Dissected. Available: https://towardsdatascience.com/the-ultimate-guide-to-rags-each-component-dissected-3cd51c4c0212
Emrecan Dogan, What are AI agents, and how do they work? Available: https://www.glean.com/blog/ai-agents-how-they-work
Kanerika Inc. AI Agent Examples: The Future of Business and Technology. Available: https://www.linkedin.com/pulse/ai-agent-examples-future-business-technology-kanerika-tdbcc/
Agents in Artificial Intelligence. Available: https://www.javatpoint.com/agents-in-ai
Fuzen. AI Agents Examples and Types. Available: https://fuzen.io/ai-agents-examples-and-types/
Samanyou Garg, 7 Types of AI Agents to Streamline Your Workflow in 2025. Available: https://writesonic.com/blog/types-of-ai-agents
Intelligent Agent Examples: Transforming Industries with AI. Available: https://salescloser.ai/intelligent-agent-examples-transforming-industries-with-ai/
Sarfraz Nawaz, Top 24 Use Cases of AI Agents in Business. Available: https://www.ampcome.com/post/24-use-cases-of-ai-agents-in-business
Safa Bouguezzi, Artificial Intelligence Agents Explained. Available: https://www.baeldung.com/cs/artificial-intelligence-agents
The 4 biggest AI stories of 2024. Available: https://www.oksim.ua/2024/12/26/4-najbilshi-istori%D1%97-pro-shtuchnij-intelekt-za-2024-rik/
OpenAI will launch an AI agent. Available: https://babel.ua/news/112657-openai-zapustit-shi-agenta-vin-vikoristovuvatime-komp-yuter-vid-imeni-lyudini
Madhu Kumar, Paradigms and Transformations in Software Development. Available: https://dev.to/aws-heroes/the-future-of-ai-agent-driven-paradigms-and-transformations-in-software-development-55l
Jonghong Jeon, SOA, Agentic AI, AI as a Service, and Future Autonomous AI. Available: https://medium.com/@favorable_eminence_oyster_546/soa-agentic-ai-ai-as-a-service-and-future-autonomous-ai-132fdd1765fc
M. Alessandrini, W.M. Lippe, and W. Nuesser, “Intelligent Service System: An Agent-Based Approach for integrating Artifical Intelligence Components in SOA Landscapes,” 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology, Sydney, NSW, Australia, 2008, pp. 496–499. doi: 10.1109/WIIAT.2008.139
KOFANA. Digital. How Do AI Agents Integrate with SaaS Applications? Available: https://www.kofana.com/en/trends/reports-and-blog/how-do-ai-agents-integrate-with-saas-applications
DOMO. Guide to AI as a Service (AIaaS): Benefits, Types, Companies. Available: https://www.domo.com/glossary/ai-as-a-service
How To Build LangChain Custom Agents (Tools). YouTube. 2024. Retrieved August 4, 2023.
Oleksandra, A Brief Guide on AI Agents: Benefits and Use Cases. Available: https://www.codica.com/blog/brief-guide-on-ai-agents/
G. Sreedevi, Building Multi-Agent LLM Systems with PydanticAI Framework: A Step-by-Step Guide To Create AI Agents With Ease. Available: https://www.linkedin.com/pulse/building-multi-agent-llm-systems-pydanticai-framework-gogusetty-w4b5f/
Ori Ziv, How AI Agents Will Disrupt SaaS in 2025. Available: https://medium.com/@oriziv4/how-ai-agents-will-disrupt-saas-in-2025-7567d793ca68
Deloitte Global’s 2025 Predictions Report: Generative AI: Paving the Way for a transformative future in Technology, Media, and Telecommunication. Available: https://www.deloitte.com/global/en/about/press-room/deloitte-globals-2025-predictions-report.html
Edwin Lisowski, A List of AI Agents Set to Dominate in 2025. Available: https://medium.com/@elisowski/a-list-of-ai-agents-set-to-dominate-in-2025-028f975c5b99
Mehul Gupta, Meta Large Concept Models (LCM): End of LLMs? Available: https://medium.com/data-science-in-your-pocket/meta-large-concept-models-lcm-end-of-llms-68cb0c5cd5cf