At Qualys, I own go/no-go readiness for production ML models and delivered the AI-driven asset-scoring model to 2,004 customers. I also built GenAI tools for program delivery, including an executive-summary generator and the DeliverIQ agent suite connected to Jira and Confluence.
At Amazon, I took Rufus from ideation through GA and managed consumer technology launches across Alexa, Amazon Music, Prime Video, Amazon Appstore, and Echo devices. I also delivered agentic localization of help content across 36+ languages, saving $1.5M in vendor cost.

