0→1 AI product for live classroom discussions. Defined the core user problem — teachers lose track of participation patterns while teaching — and shipped a voice-aware co-pilot that surfaces who's speaking, who's quiet, and which ideas land, all without pulling teachers out of the room. Ran early pilots, gathered qualitative feedback, and iterated toward measurable outcomes: lower cognitive load, more voluntary participation from quiet students, and teachers reporting patterns they previously missed.
0→1 ProductAI / NLPUser ResearchPilot & Iteration
AI-powered communication coach built around a clear product thesis: feedback on writing is too slow and generic to change behavior. Designed a proactive, context-aware product that delivers sentence-level nudges, exact rewrites, and targeted practice based on the habits that shape how users are perceived. Prioritized habit formation, retention loops, and measurable skill growth over feature breadth.
Product StrategyAI CoachingRetentionGrowth
ailiteracy.cfgltoday.org
Global AI Venture Studio
End-to-end product and operations owner for a global AI competition. Scoped the participant journey, built the submission and judging workflows, set up payment workflows, and shipped the marketing site. Focused on conversion, operational efficiency, and a smooth stakeholder experience across applicants, judges, and organizers.
Go-to-MarketPaymentsOperationsLaunch
Internal product initiative to solve a discovery problem: 650+ files spread across drives and threads, making prep time unpredictable. Designed a centralized hub with search, tagging, and clear information architecture. Resulted in a 75% reduction in search time for 10 teachers and became the default prep workflow.
Product-Market FitKnowledge ManagementInternal ToolsMetrics
Vocabulary product built for a clear outcome: improve SAT performance through spaced, high-yield practice. Researched test patterns, curated a focused word list, and designed a lightweight flashcard experience aimed at retention and score impact for the 2023 test cycle.
Test PrepRetention DesignCurriculum as ProductOutcomes