Product strategy
Frame ambiguous customer and business problems, weigh competing paths, and translate the strongest answer into a roadmap.
I turn customer behavior and operational complexity into product roadmaps—and align teams around the decisions that reduce friction, protect revenue, and compound.
See the proof ↓Evidence is labeled honestly: released, live, evolving, or still awaiting validated outcomes.
Where I’m strongest
I lead from the bird’s-eye view, then go deep where evidence, edge cases, and execution threaten the outcome.
Frame ambiguous customer and business problems, weigh competing paths, and translate the strongest answer into a roadmap.
Connect activation, retention, and recovery to the customer state the product can actually verify.
Create agreement across product, design, engineering, lifecycle, operations, and CX when each sees a different part of the problem.
Stay close through requirements, UAT, production behavior, and the evidence that should reshape the next decision.
Selected work
Each one-minute case isolates the problem, the decision, the organizational work, and the evidence that shaped what came next.
01Lifecycle infrastructureLive + evolving
A state model that distinguishes intent, completion, and unresolved need—creating safer foundations for recovery, rewards, history, and feedback.
Only verified completion unlocks service history, Rewards, and feedback.
02RetentionLaunched May 2026
A points-based MVP built for understandable value, operational scale, and the evidence needed to shape its next retention loop.
Roadmap signal Move from broad issuance toward repeat earning, visible value, and timely redemption prompts.
03Consumer journeyReleased
A multi-step experience that recognizes returning customers, preserves progress, and makes late-stage failure recoverable.
Recovery ruleReturn to the affected step. Preserve every valid choice.
04Voice of customerLive foundation
A reliable feedback model connecting the service moment to survey delivery, response routing, operational QA, and follow-up.
Target refinement Anchor delivery to a true Paid / completion timestamp.
The throughline
The strongest roadmap is not the one with the cleanest slide. It is the one that accounts for how customers behave, how the business makes money, how the system works, and what teams can responsibly deliver.
What is the customer and business cost?
Which assumptions could change the answer?
Which path creates the strongest leverage?
Can every discipline see its role?
What should production change next?