I've spent two decades in product management across AI agents, CRM, AdTech, and data analytics — from a founding team that grew revenue from zero to $15M, to leading next-generation CRM at Google scale. What's stayed constant is a bias toward direct execution: rather than handing a system off in a spec, I design the architecture, coordinate the work across AI agents, and apply product taste, design judgment, and user insight to get it built and working.
I've also seen AI development from the other side, as a compensated OpenAI Red Team contributor assessing the risk and safety profile of pre-release models — and through product and AI leadership roles at other startups and large corporates along the way.
Embedded product leadership for AI agent, data, and platform teams — roadmap definition, cross-functional execution, and outcome ownership, informed by day-to-day experience building LLM judges and leading AI agent evaluation and observability work.
Helping SMBs and startups identify where AI actually moves the needle, and standing up the data and evaluation foundations to get there — the same work behind data-analytics practices I've built from scratch.
Rather than handing off a slide deck, I get hands-on — designing evaluation frameworks, agent tooling, and LLM judges, and directing the AI agents that build them, end to end.
Strategic counsel for founders and executive teams navigating AI product decisions, drawing on board-level experience aligning product, engineering, and go-to-market.
Led next-generation CRM and cross-platform collaboration at Google scale, driving $10B+ in aggregate margin expansion with 80%+ CSAT.
Built product, analytics, and ad-ops teams from scratch; grew revenue $0 to $15M as Yahoo! Japan's main O2O measurement provider. Acquired by SoftBank; also served on the board of the Cinarra–SoftBank Mobile joint venture.
Assessed the risk and safety profile of pre-release models and systems.
Fractional and full-time product leadership across AI, data, and ad-tech — including founding a real-time-bidding trading desk in Southeast Asia, standing up data-analytics practices for early-stage startups, and, most recently, directing evaluation and observability systems for AI agents.