Case Studies

    In-depth write-ups of products I've led: the problem, the research, the tradeoffs and the results.

    Investor Portal: Self-Serve for High-Net-Worth Clients

    As wealth passed to a more tech-savvy generation, I led discovery and launch of a self-serve Investor Portal, from 20+ research sessions and 3 UI iterations to a phased rollout led by advisors.

    Product Strategy
    User Research
    Go-to-Market
    Wealth Management
    Impact:30% adoption in month one, 720 routine advisor calls deflected a month
    Timeline:6 months
    30%
    First-Month Adoption
    720/month
    Calls Deflected
    20+
    Research Sessions

    AI Agent for Schema Mapping and Data Onboarding

    Designed and shipped an LLM-based agent that automates schema mapping for a real-time platform integrating 250+ systems, with guardrails built in alongside Compliance and Risk.

    Agentic AI
    Generative AI
    Data Platform
    Responsible AI
    Impact:60% less manual analysis time at 99%+ accuracy
    Timeline:2026
    60%
    Analysis Time Saved
    99%+
    Accuracy
    250+
    System Schemas

    Interested in Learning More?

    I'd be happy to discuss these projects in detail and share insights from my experience in fintech product management.

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