AI-native customer service agent
Conversational support targeting 1M+ customers — concept to working prototype, as sole PM
Human signal
Customers couldn't get useful answers out of the previous-generation chatbot. Low-quality responses created avoidable handoffs to human service agents.
Product move
Sole PM for a team of 10+ engineers and designers. Built a targeted LLM evaluation framework to diagnose failure modes, then redesigned the query system with RAG and sub-agent routing.
Sanitized screen example to protect client confidentiality




