Twenty years in product, data, and operations — organized by what I can do, not where I did it.
BI infra, governance, and the AI-agent stack behind commercial operations.
Production LLM agents — text-to-SQL, multi-step analytics, automated reporting.
Product strategy, GTM, pricing, platform pivots.
Market launches, migrations, cross-functional programs at global scale.
Pricing, incentive design, lifecycle frameworks, sales enablement.
Solo-shipping production products with Claude Code, Next.js, Supabase.
Interaction design, design systems, content design — applied not specialized.
Customer research, opportunity sizing, rapid validation.
Pricing, unit economics, commercial deal policy, financial modeling.
Adoption engines — community, wiki, training, cookbooks.