Vaishali is a consultant with SAI Group working on Agents and Agentic automation. She is a seasoned architect specialising in QA, performance, observability and generative AI. She has been an architect at Mycom and Hitachi Vantara, and a lead at Altisource Labs and Oracle. She has played a key role in designing and implementing robust testing strategies to ensure the reliability and efficiency of enterprise applications including those using generative AI and LLMs. She has a deep understanding of modern testing frameworks and observability tools (such as Selenium, Playwright, Grafana, JMeter, K6, ChaosMesh, Langfuse, OpenLLMetry, Ragas), and specializes in monitoring and observability, troubleshooting and optimizing system performance and enhancing automation capabilities.