At Freshworks, I led shared automation utilities and scalable test frameworks for distributed microservices, increasing automation coverage from 57% to more than 90%.
I introduced Playwright and TypeScript for reusable end-to-end web automation, shaped organization-wide quality strategies, and improved release quality by 20% through shift-left practices and CI/CD quality gates.
I bring AI into quality engineering by building LLM and RAG solutions that generate test scenarios from API contracts and pull requests, reducing manual effort by 80%. I also built LLM-as-a-Judge frameworks and MCP integrations across enterprise systems to support autonomous, traceable testing workflows.
Across Freshworks, Cactus Communications, ProT Systems, and Maveric Systems, I’ve built Java-based UI and API automation, performance testing, observability, and CI/CD practices. I’ve mentored 8+ SDET engineers and help teams design reliable, testable systems.

