At Qualtrics, I migrated synthetic persona datasets into the enterprise Elasticsearch backend, enabling RAG capabilities on real user data with tenant isolation and compliance.
I also built an automated dashboard to track demographic shifts in AI-generated data and developed Census API pipelines to compare synthetic demographics with real-world U.S. population distributions.
As Sr. Engineering Manager at Qualtrics, I led Quality Engineering across four product teams and deployed a company-wide scale and resilience framework across three global engineering hubs.
Earlier, I built Qualtrics’ self-service testing platform, scaling production-traffic shadow testing to 4.2 million tests per quarter. At Amazon.com, I built the Prime Now QA organization and supported mobile app launches across 35 cities in one year.

