Turn ambiguity into shipped products
Frame the problem, define the user workflow, and move from discovery to execution without losing strategic clarity.
How I approach product work across AI, enterprise systems, and operational workflows.
Frame the problem, define the user workflow, and move from discovery to execution without losing strategic clarity.
Use usage signals, operational cost, revenue impact, and customer urgency to make roadmap tradeoffs.
Build AI-assisted experiences that reduce manual work and decision friction, not just add automation for its own sake.
Bring engineering, operations, sales, and customers into a shared plan with clear scope and measurable outcomes.
From global payment systems to AI-assisted workflows — focused on clarity, execution, and measurable outcomes.
Present · Healthcare AI
2024 – 2025 · Internal platform
2017 – 2024 · Payments SaaS
2016 – 2017 · Data quality