Initially joined Scale to help explore potential new product opportunities within AV space and launched 2 successful products - Nucleus and Scale Mapping. Lead both products through initial customer engagement and pilots and focused solely on Mapping since June 2020.

Worked with multiple customers to streamline their maps from technical and operational perspective and reconcile requirements into a scalable annotation product. Partnered with the operations team to build training, validation processes and tools to deliver high quality data consistently. Extended product capabilities beyond self-driving and developed a roadmap for map updates and continuous data validation.