Headline

AI-Driven Test Architect | ML & GenAI for Intelligent Quality Engineering | Automation Strategy | Python | Playwright | Selenium

About

I am an AI-driven Quality Engineering leader with 10+ years of experience architecting scalable automation systems and applying Machine Learning to enterprise-grade platforms. My expertise lies in building intelligent validation ecosystems where traditional software testing meets statistical rigor and AI-driven decision systems. Over the course of my career, I have led and influenced initiatives across: • Automation Architecture design using Playwright, Selenium, Java, and Python • Applied Machine Learning including EDA, feature engineering, classification modeling, and model evaluation • Data-driven validation strategies for financial and IAM systems • Engineering governance practices ensuring reliability, traceability, and production-grade quality I specialize in designing ML-aware testing frameworks that go beyond functional validation to include: ✔ Statistical model validation (accuracy, precision-recall, bias detection) ✔ Data integrity and feature drift monitoring ✔ Risk-based regression using ML prioritization ✔ GenAI-powered test case generation and intelligent scenario design ✔ Defect clustering and pattern detection using data analytics As AI systems increasingly power enterprise applications, I focus on establishing architectural standards for: • LLM evaluation and response consistency validation • Explainability and measurable quality metrics for ML systems • Responsible AI testing practices • Continuous feedback loops between model performance and validation strategy My technical stack includes Python, Pandas, NumPy, Scikit-learn, API validation frameworks, automation architecture design, and applied ML pipelines. I am deeply interested in advancing Quality Engineering toward autonomous and agentic testing ecosystems — where AI systems assist in planning, prioritization, and continuous improvement under strong engineering governance. I believe the next evolution of QA leadership lies in designing intelligent systems, not just executing test cases.

Location

Bengaluru

AI stack

anthropic apis

claude

gemini

github copilot

hugging face

Work experience

Principal Consultant at GENPACT, May 2022 - Present · 4 yrs 5 mos, Bengaluru, Karnataka, India, Performed EDA on IAM access, entitlement, and audit datasets to identify access patterns, anomalies, and risk indicators Built and evaluated ML classification models for access risk analysis and review recommendations Applied feature engineering, train/validation/test splits, and bias–variance analysis Evaluated models using Precision, Recall, F1-score, aligned with security and compliance needs Delivered data-driven insights supporting access governance and audit readiness Leveraged automation expertise to ensure data quality, reproducibility, and reliability of ML outputs Led Playwright-based automation architecture with framework implementation and mentored QA engineers

LEAD SDET at Integra Connect, Aug 2021 - May 2022 · 10 mos, Bangalore Urban, Karnataka, India, Built and maintained UI and API automation frameworks using Java, Selenium, and Rest Assured Integrated automated test suites into CI/CD pipelines to improve release stability Worked closely with product and engineering teams to ensure quality ownership across sprints Improved regression coverage and reduced manual testing effort Strengthened understanding of data validation, system behavior, and failure analysis

Research and Development Test Engineer at CommScope, Jul 2020 - Aug 2021 · 1 yr 2 mos, Bangalore Urban, Karnataka, India, Designed automation frameworks supporting both UI and backend systems Automated critical workflows using Java-based Selenium frameworks Participated in root cause analysis of production defects and system issues Collaborated with developers to validate fixes and prevent regressions Gained exposure to large-scale enterprise systems and complex data flows

Lead Consultant at Genpact Headstrong Capital Markets, Oct 2018 - Jun 2020 · 1 yr 9 mos, Bengaluru, Karnataka, India, Delivered end-to-end test automation solutions for enterprise applications Defined automation standards and best practices across projects Supported Agile teams with test strategy, planning, and execution Mentored junior engineers on automation and framework usage Developed strong foundation in enterprise delivery and stakeholder collaboration

Senior Software Engineer at Tech Mahindra, Aug 2017 - Oct 2018 · 1 yr 3 mos, Bengaluru Area, India, Implemented UI automation for web applications using Selenium Migrated QTP scripts to Java Selenium. Executed functional, regression, and integration testing Worked in Agile teams to support frequent releases and defect resolution Built early expertise in engineering discipline and test design

Education

Bachelor of Engineering - BE, Computer Science, Sri Venkateswara College of Engineering and Technology