Intelligent Quantum-AI Cloud Ecosystem for Secure, Real-Time Financial Analytics and SAP-Enabled Banking Using SVM
DOI:
https://doi.org/10.15662/IJRAI.2025.0806007Keywords:
Quantum Computing, Artificial Intelligence, Cloud Computing, Real-Time Banking, SAP Integration, Financial Analytics, Support Vector Machine (SVM), Secure Transactions, Predictive Modeling, FinTech, Intelligent Banking Systems.Abstract
This paper presents an Intelligent Quantum-AI Cloud Ecosystem designed to enhance secure, real-time financial analytics and banking operations through the integration of SAP enterprise systems. The proposed framework leverages Quantum Computing for accelerated data processing, Artificial Intelligence (AI) for adaptive decision-making, and Support Vector Machine (SVM) algorithms for predictive financial modeling and fraud detection. By deploying this architecture within a scalable cloud environment, the system achieves high throughput, reduced latency, and robust data protection across banking workflows. The integration of SAP ensures seamless financial data orchestration, while SVM-based analytics improves accuracy in transaction risk classification and performance forecasting. Experimental evaluations demonstrate significant gains in processing speed, prediction accuracy, and operational security, establishing the proposed ecosystem as a foundation for next-generation intelligent financial infrastructures.
References
1. Chen, Y., & Gupta, R. (2023). Quantum-inspired AI for enterprise financial decision-making. Journal of Cloud Computing, 12(2), 141–158.
2. Dave, B. L. (2025). LEVERAGING AI-DRIVEN PLATFORMS FOR ADVANCED IMPACT ANALYSIS AND QA IN SALESFORCE IMPLEMENTATIONS. International Journal of Research Publications in Engineering, Technology and Management (IJRPETM), 8(1), 11798-11803.
3. Thambireddy, S., Bussu, V. R. R., & Pasumarthi, A. (2022). Engineering Fail-Safe SAP Hana Operations in Enterprise Landscapes: How SUSE Extends Its Advanced High-Availability Framework to Deliver Seamless System Resilience, Automated Failover, and Continuous Business Continuity. International Journal of Research Publications in Engineering, Technology and Management (IJRPETM), 5(3), 6808-6816.
4. G Jaikrishna, Sugumar Rajendran, Cost-effective privacy preserving of intermediate data using group search optimisation algorithm, International Journal of Business Information Systems, Volume 35, Issue 2, September 2020, pp.132-151.
5. Das, K., & Nair, L. (2023). Integrating SAP Financial Cloud with Oracle Autonomous Databases. Cloud Enterprise Systems Review, 9(3), 199–213.
6. Gupta, M., & Chen, H. (2023). Oracle Quantum Virtual Machine for hybrid AI workloads. IEEE Cloud Computing, 10(2), 45–60.
7. Islam, M. S., Ahmad, M. Y., Zerine, I., Biswas, Y. A., & Islam, M. M. Real-Time Data Stream Analytics and Artificial Intelligence for Enhanced Fraud Detec-tion and Transaction Monitoring in Banking Security.
8. Adigun, P. O., Oyekanmi, T. T., & Adeniyi, A. A. (2023). Simulation Prediction of Background Radiation Using Machine Learning. New Mexico Highlands University.
9. Li, X., & Rahman, H. (2024). Hybrid quantum AI algorithms for predictive finance. International Journal of FinTech Innovation, 8(1), 76–94.
10. Lopez, R., Kim, S., & Zhang, T. (2023). Quantum support vector machines in financial analytics. Quantum Machine Learning Journal, 5(2), 102–119.
11. Zerine, I., Biswas, Y. A., Doha, Z., Meghla, H. M., & Polas, M. R. H. (2025). Understanding Behavioral Intentions to Use Cryptocurrency for the Future of Digital Finance: Evidence from Bangladesh. Journal of Comprehensive Business Administration Research.
12. Dong Wang, Lihua Dai (2022). Vibration signal diagnosis and conditional health monitoring of motor used in biomedical applications using Internet of Things environment. Journal of Engineering 5 (6):1-9.
13. Mehta, P., & Thomas, R. (2024). AI-driven optimization of SAP workflows on Oracle Cloud. Journal of Enterprise Analytics, 15(1), 61–78.
14. Gosangi, S. R. (2024). Secure and Scalable Single Sign-On Architecture for Large-Scale Enterprise Environments. International Journal of Research Publications in Engineering, Technology and Management (IJRPETM), 7(3), 10466-10471.
15. Devarashetty, P. K. Advanced Pricing Strategies in SAP: Managing Multiple Price Lists, Promotions, and Discounts through Pricing Procedures. IJLRP-International Journal of Leading Research Publication, 5(8).
16. Nair, V., Singh, R., & Patel, K. (2023). SAP Financial Cloud optimization in hybrid cloud infrastructures. Cloud Systems Journal, 18(3), 205–221.
17. Sivaraju, P. S. (2024). PRIVATE CLOUD DATABASE CONSOLIDATION IN FINANCIAL SERVICES: A CASE STUDY OF DEUTSCHE BANK APAC MIGRATION. ITEGAM-Journal of Engineering and Technology for Industrial Applications (ITEGAM-JETIA).
18. Arjunan, T., Arjunan, G., & Kumar, N. J. (2025, May). Optimizing Quantum Support Vector Machine (QSVM) Circuits Using Hybrid Quantum Natural Gradient Descent (QNGD) and Whale Optimization Algorithm (WOA). In 2025 6th International Conference for Emerging Technology (INCET) (pp. 1-7). IEEE
19. Nielsen, M. A., & Chuang, I. L. (2021). Quantum computation and quantum information (2nd ed.). Cambridge University Press.
20. Joseph, J. (2025). Deep learning driven image-based cancer diagnosis. https://www.researchgate.net/profile/Jimmy-Joseph-9/publication/395030060_Deep_learning_driven_imagebased_cancer_diagnosis/links/68b1e1ed360112563e0f25dc/Deep-learning-driven-image-based-cancerdiagnosis.pdf
21. Arulraj AM, Sugumar, R., Estimating social distance in public places for COVID-19 protocol using region CNN, Indonesian Journal of Electrical Engineering and Computer Science, 30(1), pp.414-424, April 2023.
22. Chunduru, V. K., Gonepally, S., Amuda, K. K., Kumbum, P. K., & Adari, V. K. (2022). Evaluation of human information processing: An overview for human-computer interaction using the EDAS method. SOJ Materials Science & Engineering, 9(1), 1–9.
23. Park, D., & Singh, T. (2023). Hybrid cloud architectures for quantum-assisted AI in finance. Journal of Quantum Cloud Systems, 7(2), 95–110.
24. Rahman, F., & Li, P. (2022). Quantum computing applications in banking and finance. Financial Systems Review, 14(4), 233–249.
25. Batchu, K. C. (2022). Serverless ETL with Auto-Scaling Triggers: A Performance-Driven Design on AWS Lambda and Step Functions. International Journal of Computer Technology and Electronics Communication, 5(3), 5122-5131.
26. Karvannan, R. (2023). Real‑Time Prescription Management System Intake & Billing System. International Journal of Humanities and Information Technology, 5(02), 34-43.
27. Smith, A., & Mehta, P. (2021). AI-driven financial decision-making in SAP environments. Journal of Digital Finance, 5(3), 188–203.
