The Impact of AI Automation on Reducing Operating Costs and Improving Decision-Making Accuracy in Enterprise Platforms
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
References
Most read articles by the same author(s)
- Prof. Priyank Mehta, SECURING CLOUD ENVIRONMENTS WITH HOMOMORPHIC ENCRYPTION , International Research Journal of Advanced Engineering and Technology: Vol. 1 No. 1 (2024): Volume 01 Issue 01 2024
- Dr. Prakash Kumar, INVESTIGATING THE EFFECT OF WELDING CONDITIONS ON THE TENSILE STRENGTH OF GMAW JOINTS , International Research Journal of Advanced Engineering and Technology: Vol. 1 No. 1 (2024): Volume 01 Issue 01 2024
- Dr. Chen Wei-Liang, Influence of Apertures on Dynamic Energy Dissipation in Thin-Walled Tubular Structures Under Impact , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 05 (2025): Volume 02 Issue 05
- Michael Lee, David Zhang, FROM INSPECTION TO INNOVATION: THE GROWTH OF STRUCTURAL HEALTH MONITORING IN MODERN ENGINEERING , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 03 (2025): Volume 02 Issue 03
- Dr. Dakota Johnson, ADVANCED MULTI-ATTRIBUTE DECISION-MAKING: A PICTURE FUZZY EINSTEIN OPERATOR AND TOPSIS APPROACH , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 04 (2025): Volume 02 Issue 04
- Dr. Rajni Ayer, SHAPING CONSUMER CHOICES: THE ROLE OF ADVERTISEMENTS IN FMCG PURCHASES IN THANJAVUR TOWN , International Research Journal of Advanced Engineering and Technology: Vol. 1 No. 1 (2024): Volume 01 Issue 01 2024
- Dr. Parth Gautam, IOT and AI-Based Automatic Crash Detection Systems for Emergency Services: A Review , International Research Journal of Advanced Engineering and Technology: Vol. 3 No. 07 (2026): Volume 03 Issue 07
- Nguyen Minh Khoa, Thermal Performance Analysis and Flow Dynamics of Nanofluid Cooling Systems for Advanced Mechanical Applications , International Research Journal of Advanced Engineering and Technology: Vol. 3 No. 09 (2026): Volume 03 Issue 09
- Dr. Puneet Garg, Accident Risk Prediction Using Artificial Intelligence-Based Intelligent Transportation Systems , International Research Journal of Advanced Engineering and Technology: Vol. 3 No. 07 (2026): Volume 03 Issue 07
- Diego Martínez, Nicolás Cabrera, Laura Benítez, Optimizing Software Deployment: A Framework for Automation through DevOps, CI/CD, and Containerization , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 10 (2025): Volume 02 Issue 10
Similar Articles
- Michael Lee, David Zhang, FROM INSPECTION TO INNOVATION: THE GROWTH OF STRUCTURAL HEALTH MONITORING IN MODERN ENGINEERING , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 03 (2025): Volume 02 Issue 03
- Dr. Elara V. Quinn, Prof. Jian W. Lin, GENERATIVE ARTIFICIAL INTELLIGENCE IN EDUCATIONAL CONTEXTS: A SYSTEMATIC REVIEW OF OPPORTUNITIES, CHALLENGES, AND ETHICAL IMPLICATIONS , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 10 (2025): Volume 02 Issue 10
- Faisal Al-Harbi, Noura Al-Qahtani, AI-Driven Autonomous Exception Handling in SAP S/4HANA Through Intelligent Agents and Event-Driven Supply Networks , International Research Journal of Advanced Engineering and Technology: Vol. 3 No. 10 (2026): Volume 03 Issue 10
- David R. Lockwood, INTEGRATIVE PREVENTIVE AND CONDITION-BASED MAINTENANCE POLICIES FOR DEGRADING SYSTEMS: A UNIFIED THEORETICAL AND OPERATIONAL FRAMEWORK , International Research Journal of Advanced Engineering and Technology: Vol. 3 No. 02 (2026): Volume 03 Issue 02
- Dr. Ahsan Raza, Dr. Mahnoor Fatima, Adaptive AI-Driven Intrusion Detection for Secure Industry 5.0 Smart Manufacturing Environments , International Research Journal of Advanced Engineering and Technology: Vol. 3 No. 08 (2026): Volume 03 Issue 08
- Sesha Sai Sravanthi Valiveti, AI-Driven Behavioral Biometrics for 401(k) Account Security , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 06 (2025): Volume 02 Issue 06
- Dr. Elena M. Petrovic, Dr. Rajan V. Subramaniam, A Comprehensive Review and Empirical Assessment of Data Augmentation Techniques in Time-Series Classification , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 09 (2025): Volume 02 Issue 09
- Dr. Rhys A. Vardon, Prof. Elena K. Petrov, Performance Engineering and Intelligent Automation in Cloud-Accelerated and Data-Intensive Enterprise Architectures: A Synthesis of Emerging Trends , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 10 (2025): Volume 02 Issue 10
- Thabo Nkosi, Zero-Paper Construction Sites: Leveraging BIM-To-Field Data, Sqlite Sync, And Real-Time Quality Assurance for Smarter Projects , International Research Journal of Advanced Engineering and Technology: Vol. 2 No. 11 (2025): Volume 02 Issue 11
- Dr. Johannes Richter, Cloud Deployed Ensemble Deep Learning Architectures for Predictive Modeling of Cryptocurrency Market Dynamics: A Theoretical and Empirical Synthesis , International Research Journal of Advanced Engineering and Technology: Vol. 3 No. 01 (2026): Volume 03 Issue 01
You may also start an advanced similarity search for this article.