Empowering Wealth Management with AI-Driven Selenium Script Automation for Banking Applications
Client Overview
The client is a global wealth management organization specializing in services for High-Net-Worth (HNW) individuals. The firm operates in multiple regions and is renowned for providing personalized, innovative, and highly strategic wealth management solutions tailored to meet the diverse needs of their affluent clientele. The organization’s core strength lies in its advanced technological infrastructure and deep understanding of the financial market, which allows them to deliver exceptional value and grow clients' assets across various market conditions.
Streamlining Automated Testing for Banking Applications with AI-Driven Solutions
The client is focused on providing superior user experience, security, and functionality through their advanced banking platform. To stay ahead in the competitive wealth management sector and ensure robust application performance, the client sought a way to leverage Generative AI to transform their testing processes.
Accelerate Selenium Script Generation
Automate the creation of Selenium scripts for diverse banking application scenarios to enhance test efficiency and accuracy.
Comprehensive Test Coverage
Ensure the test automation framework covers all critical functions, including security, transactions, user flows, and edge cases.
High Accuracy and Reliability
Maintain a high level of script accuracy (handling dynamic data, error management, and logging) for secure and seamless testing.
Operational Efficiency
Reduce manual effort in script generation, enabling teams to focus on higher value testing tasks and improving overall productivity.
Scalability for Future Growth
Build a flexible and scalable solution that can accommodate ongoing changes to the banking platform and support future business expansion.
Smarter Testing for Smarter Banking: Indium’s Fine-Tuned AI Powers Selenium Script Generation
Indium deployed a custom solution leveraging GPT-3.5, fine-tuned to generate Selenium scripts tailored to banking application scenarios. The approach included:
Generative AI Model for Script Creation
Fine-tuned GPT-3.5 was trained to understand the intricacies of the banking application, including terminology, actions, and user flows, enabling it to generate Selenium scripts dynamically.
Training with In-House Framework:
The AI was trained using a combination of iSafe packages and an in-house framework tool, which included a vast repository of examples of Selenium scripts, including common and advanced actions specific to banking applications. This ensured a robust understanding of complex scenarios.
Scenario-Based UI Input
Test engineers and users could provide detailed test scenarios through a user-friendly interface, specifying actions (e.g., login, transaction), import statements, and expected outcomes. The AI then generated the corresponding Selenium scripts based on these inputs.
Code Review & Iterative Refinement
Each generated script underwent manual code review, focusing on dynamic data handling, error management, and logging. Inaccuracies or inefficiencies were identified by test engineers and used as feedback to fine-tune the AI model.
Continuous Feedback Loop
Feedback from users about inaccuracies, missing steps, or areas of improvement was incorporated into iterative updates to the training dataset and AI parameters, ensuring the system improved with each cycle and became more attuned to the specific needs of the banking application.
Efficiency, Accuracy, and Growth—Indium’s AI-Led Solution Transforms Client Outcomes
~30% Reduction in Effort:
The automated generation of test scripts drastically reduced the time and effort spent by test engineers, allowing them to focus on more strategic tasks such as test execution and issue resolution.
>85% Script Accuracy
The AI-generated scripts passed initial validation with over 85% accuracy, ensuring a high degree of reliability and confidence in the testing process.
~ 5% Average Increase in Client Net Worth
By accelerating and streamlining testing cycles, the client was able to deliver a more secure and reliable banking application, which in turn improved user satisfaction and contributed to a ~5% increase in the average net worth of their HNW customers. This was a result of enhanced user experience and trust in the platform’s security and functionality.
About Indium
Indium is an Al-driven digital engineering company that helps enterprises build, scale, and innovate with cutting-edge technology. We specialize in custom solutions, ensuring every engagement is tailored to business needs with a relentless customer-first approach. Our expertise spans Generative Al, Product Engineering, Intelligent Automation, Data & Al, Quality Engineering, and Gaming, delivering high-impact solutions that drive real business impact.
With 5,000+ associates globally, we partner with Fortune 500, Global 2000, and leading technology firms across Financial Services, Healthcare, Manufacturing, Retail, and Technology-driving impact in North America, India, the UK, Singapore, Australia, and Japan to keep businesses ahead in an Al-first world.
