eISSN: 3087-4068 editor@aimjournals.com
All Journals
Submit your article

International Research Journal of Advanced Engineering and Technology

Open Access Peer Review International
Open Access

The Impact of AI Automation on Reducing Operating Costs and Improving Decision-Making Accuracy in Enterprise Platforms

DOI
PDF
Kodirov Shokhrukh 1 ,
4 Senior Full-Stack Developer South Korea

Abstract

The article examines the cumulative impact of artificial intelligence technologies on the operational performance and strategic resilience of corporate systems operating under the conditions of large-scale digital transformation in 2024–2025. The scientific and practical relevance of the topic stems from the fact that, over a remarkably short period, the business environment moved from localized experiments with generative models to their systemic incorporation into the corporate governance perimeter, including the use of autonomous AI agents integrated into microservice architectures and distributed environments for parallel data processing. The methodological foundation of the study is built on a systemic analysis of industry reviews produced by leading consulting organizations, IEEE and ACM scholarly publications, as well as applied case studies related to the development of high-load platforms in the medical and advertising sectors. The findings show that AI-driven automation can reduce the cost of digital content verification by as much as 98%, accelerate analytical procedures many times over-up to three hundredfold in some cases and raise the accuracy of financial forecasting to a range of 91–95%. Particular attention is given to substantiating the concept of “decision-making speed” as one of the central parameters of contemporary competitiveness, emerging within hybrid models of cooperation between humans and algorithmic systems. On this basis, the article argues for the necessity of transitioning toward AI-native architectures capable of ensuring business scalability while simultaneously reducing the dependence of critical processes on the human factor. The propositions presented possess practical value for systems architects, chief digital transformation officers, and heads of technology divisions in large corporate structures.

Keywords

artificial intelligence, corporate platforms, operating costs, decision-making, agentic AI, SaaS architecture, business process automation, digital transformation, parallel data processing, forecasting accuracy

References

📄 Deloitte Center for Integrated Research. (2025, October 16). AI is capturing the digital dollar. What’s left for the rest of the tech estate? Retrieved from: https://www.deloitte.com/us/en/insights/topics/digital-transformation/ai-tech-investment-roi.html (date accessed: October 20, 2025).
📄 Stanford Institute for Human-Centered Artificial Intelligence. (2025). Artificial Intelligence Index Report 2025. Retrieved from: https://hai.stanford.edu/assets/files/hai_ai_index_report_2025.pdf (date accessed: September 18, 2025).
📄 McKinsey & Company. (2025, March 12). The state of AI: How organizations are rewiring to capture value. Retrieved from: https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-how-organizations-are-rewiring-to-capture-value (date accessed: October 1, 2025).
📄 IEEE. (2025). Program2025 – IEEE CAI 2025. Retrieved from: https://cai.ieee.org/2025/program2025/ (date accessed: May 8, 2025).
📄 Charles, C. A. T., Sánchez-Gallegos, D. D., Carrizales-Espinoza, D., González Compeán, J. L., & Carretero, J. (2025). A-Flow: Managing dataflows on the computing continuum using abstract communication channels. In 2025 37th International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD) (pp. 237–247). https://doi.org/10.1109/SBAC-PAD66369.2025.00030.
📄 Dai, J., Xu, H., Chen, T., et al. (2025). Artificial intelligence for medicine 2025: Navigating the endless frontier. The Innovation Medicine, 3, 100120. https://doi.org/10.59717/j.xinn-med.2025.100120.
📄 Nasef, D., Sawiris, V., Weinstein, B., Garcia, J., & Toma, M. (2025). Integrating artificial intelligence in clinical practice, hospital management, and health policy: Literature review. Journal of Hospital Management and Health Policy, 9, 20. https://doi.org/10.21037/jhmhp-24-138.
📄 Dai, F., Hossain, M. A., & Wang, Y. (2025). State of the art in parallel and distributed systems: Emerging trends and challenges. Electronics, 14(4), 677. https://doi.org/10.3390/electronics14040677.
📄 Al Jawarneh, I. M., Rosa, L., Venanzi, R., Foschini, L., & Bellavista, P. (2025). Efficient parallel processing of big data on supercomputers for industrial IoT environments. Electronics, 14(13), 2626. https://doi.org/10.3390/electronics14132626.
📄 Grand View Research. (n.d.). Content moderation services market size report, 2030. Retrieved from: https://www.grandviewresearch.com/industry-analysis/content-moderation-services-market-report (date accessed: August 14, 2025).
📄 Goodson, D. A., Garcia, B., Hogarth, M., & Tu, S.-P. (2025). Artificial intelligence and physician burnout: A productivity paradox. Learning Health Systems, 9(4), e70013. https://doi.org/10.1002/lrh2.70013.
📄 López-Solís, O., Luzuriaga-Jaramillo, A., Bedoya-Jara, M., Naranjo-Santamaría, J., Bonilla-Jurado, D., & Acosta-Vargas, P. (2025). Effect of generative artificial intelligence on strategic decision-making in entrepreneurial business initiatives: A systematic literature review. Administrative Sciences, 15(2), 66. https://doi.org/10.3390/admsci15020066.
📄 Nouripayam, M., Prieto, A., & Rodrigues, J. (2025). A scalable all-digital near-memory computing architecture for edge AIoT applications. IEEE Access, 13, 108609–108625. https://doi.org/10.1109/ACCESS.2025.3582013.
📄 Deloitte AI Institute. (2025). The State of Generative AI in the Enterprise: 2024 year-end Generative AI report. Retrieved from: https://www.deloitte.com/az/en/issues/generative-ai/state-of-generative-ai-in-enterprise.html (date accessed: September 22, 2025).
📄 ISG. (2025, September). State of Enterprise AI Adoption Report 2025. Retrieved from: https://isg-one.com/state-of-enterprise-ai-adoption-report-2025 (date accessed: October 2, 2025).
📄 Google Cloud. (2025). ROI of AI 2025. Retrieved from: https://cloud.google.com/resources/content/roi-of-ai-2025 (date accessed: October 5, 2025).
📄 Kudina, O., & van de Poel, I. (2024). A sociotechnical system perspective on AI. Minds and Machines, 34(3), 21. https://doi.org/10.1007/s11023-024-09680-2.
📄 Grand View Research. (n.d.). Software as a Service market size, industry report, 2030. Retrieved from: https://www.grandviewresearch.com/industry-analysis/saas-market-report (date accessed: August 28, 2025).
📄 KPMG International. (2025). Intelligent banking: A blueprint for creating value through AI-driven transformation. Retrieved from: https://assets.kpmg.com/content/dam/kpmg/cy/pdf/2025/intelligent-banking-report.pdf (date accessed: October 3, 2025).
📄 Ebert, C., Panyam, S., & Gujar, P. (2025). AI for cloud and SaaS: Technologies and business models. Computer, 58(4), 100–105. https://doi.org/10.1109/MC.2024.3522697.
📄 KPMG International. (2025). KPMG global AI in finance report: Transforming into a new era with the AI-empowered finance function. Retrieved from: https://assets.kpmg.com/content/dam/kpmg/qa/pdf/2025/06/global-ai-%20in-finance-report_localized_final.pdf.pdf (date accessed: September 25, 2025).
📄 Deloitte. (2025). 2025 revisited: Future finance trends. Retrieved from: https://www.deloitte.com/global/en/services/consulting-financial/perspectives/future-finance-trends-2025.html (date accessed: July 17, 2025).
📄 Yadav, K. A. (2025). AI-enhanced ERP: Transforming hospital operations through human-machine synergy. Journal of Computer Science and Technology Studies, 7(8), 370–376. https://doi.org/10.32996/jcsts.2025.7.8.40.
📄 Guo, T., Chen, X., Wang, Y., Chang, R., Pei, S., Chawla, N. V., Wiest, O., & Zhang, X. (2024). Large Language Model Based Multi-agents: A survey of progress and challenges. In Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (pp. 8048–8057). https://doi.org/10.24963/ijcai.2024/890.
📄 Bessemer Venture Partners. (2025). The Cloud 100 Benchmarks Report 2025. Retrieved from: https://www.bvp.com/atlas/the-cloud-100-benchmarks-report (date accessed: September 3, 2025).
📄 Albashrawi, M. (2025). Generative AI for decision-making: A multidisciplinary perspective. Journal of Innovation & Knowledge, 10(4), 100751. https://doi.org/10.1016/j.jik.2025.100751.
📄 IEEE Computer Society. (2025). Responsible, Explainable, and Fair AI for Medical Imaging Informatics (REF-AI). Retrieved from: https://conferences.computer.org/chase2025/workshop_ref_ai.html (date accessed: June 25, 2025).
📄 CPA.com. (2025). CPA.com 2025 AI in Accounting Report. Retrieved from: https://www.cpa.com/sites/cpa/files/2025-06/2025_AI_in_Accounting_Report.pdf (date accessed: October 9, 2025).
📄 Syed, N., Anwar, A., Baig, Z. A., & Zeadally, S. (2025). Artificial intelligence as a service (AIaaS) for cloud, fog and the edge: State-of-the-art practices. ACM Computing Surveys, 57(8), Article 211. https://doi.org/10.1145/3712016.
📄 Tan, J., Chang, S., Zheng, Y., & Chan, K. C. (2025). Effects of artificial intelligence in the modern business: Client artificial intelligence application and audit quality. International Review of Financial Analysis, 104, 104271. https://doi.org/10.1016/j.irfa.2025.104271.
📄 Pan, H., Zou, N., Wang, R., Ma, J., & Liu, D. (2025). Artificial intelligence usage and supply chain resilience: An organizational information processing theory perspective. Systems, 13(9), 724. https://doi.org/10.3390/systems13090724.
📄 Grand View Research. (n.d.). Content detection market size, share & industry report, 2030. Retrieved from: https://www.grandviewresearch.com/industry-analysis/content-detection-market-report (date accessed: August 27, 2025).
📄 Page, S. E., & Kallapur, A. (2025). Replace, augment, disrupt: AI & organizational decision-making. Journal of Organization Design. https://doi.org/10.1007/s41469-025-00194-4.

Most read articles by the same author(s)

Similar Articles

1-10 of 42

You may also start an advanced similarity search for this article.