Work
How I think about product.
Three years shipping product inside a regulated bank at scale. Real constraints: compliance, legacy systems, operational risk. Real outcomes: $20M in additional monthly recoveries, analytics rebuilt for 100+ teams, a platform modernized for 1,000+ agents. These are the decisions behind those numbers.
01
Manager, Product Manager — Agent Platforms
Jan 2026 – PresentLed modernization of an enterprise agent platform serving 1,000+ agents across a regulated, data-sensitive environment.
OwnedPlatform modernization strategy, backlog translation for 350+ workflows, data contracts and API design, prioritization across engineering, operations, risk, and compliance.
DecisionsDecomposing 350+ complex workflows into a parallel execution backlog across 6 teams without service disruption
Tradeoffs between modernization pace and operational risk in a highly regulated environment
Outcome1,000+ agents on the modernized platform with minimal disruption. Average handle time reduced by roughly 4 minutes per account.
LearnedLeading in regulated environmentsHow small workflow decisions compound at scale
02
Senior Associate, PM — Enterprise Messaging
Aug 2024 – Jan 2026Platform-level product for an ML-powered enterprise messaging system supporting 100+ product and marketing teams.
OwnedProduct discovery, roadmap, and full redesign of self-service analytics and tooling.
DecisionsIdentifying where campaign analytics, experimentation outputs, and actual user decision-making diverged
Which internal-facing capabilities would most reduce analyst dependency for 100+ teams
OutcomeTeams could independently target, evaluate, and optimize cross-channel campaigns without analyst support.
LearnedBuilding mental models for complex data systemsSelf-service design at platform scale
03
Associate, PM — Recoveries
Aug 2023 – Aug 2024Product for recoveries operations directly affecting customer balances, payment plans, and settlement flows.
OwnedOffer flow redesign, the first digital experience for customers using debt settlement providers, regulatory compliance alignment.
DecisionsRedesigning offer flows to align business outcomes and customer needs without compromising compliance
What the first digital experience for this segment needed to communicate to be genuinely useful
OutcomeRoughly $20M in additional monthly recoveries while maintaining regulatory compliance.
LearnedBalancing customer experience with hard business constraintsDefining first-of-kind digital experiences in regulated spaces
These are intentionally brief. Happy to go deep on any of them.