At ANSR, I built RAGAS evaluation pipelines for three HIRA chatbot modules, improving accuracy, truthfulness to source, and guardrail adherence from 35% to 80%. I also built automation from zero on a legacy HRMS product, taking regression coverage from 0% to 70%.
As QA Manager and Lead Test Automation Engineer at ANSR, I led QA for four products in its HRMS suite and built a two-tier team. I cut production escapes from 10–15 to 5 per release and release cycles from four to two weeks.
Earlier, at Ayko Digital Ltd and Pristyn Care, I developed reusable automation and parallel execution frameworks. I also built TesterKin, a personal AI-powered testing platform that generates test cases and executable Playwright scripts using a RAG-based discovery agent.

