ELIMINATE THE REWORK TAX
PRODUCT DESIGNER FOR AI & COMPLEX SYSTEMS
I turn ambiguous product requirements into build-ready logic, hardened interaction specs, and high-risk flows engineering can execute without guesswork.
For teams shipping complex products, I help reduce mid-sprint clarification cycles, prevent avoidable rework, and make features safer to build with both human engineers and AI coding tools.
✺ THE CORE PROBLEM
YOUR TEAM IS MOVING FAST. THE SPECS STILL AREN’T SAFE TO BUILD.
Most teams don’t lose velocity because engineers are slow. They lose velocity because critical system behavior is still unresolved when the sprint begins.
This is the Rework Tax. It shows up as:
Undefined states and edge cases that stop a senior dev mid-sprint.
Missing validation rules that lead to implementation guesswork.
Tickets that look complete but still leave engineering to fill in core behavior.
AI-generated code that compiles, but does not follow the business rules.
The result is predictable: senior engineers stop building and start clarifying. Delivery slows down. I bridge the gap between design intent and engineering execution.
✺ THE METHODOLOGY
LOGIC BEFORE PIXELS. BUILD-READINESS BEFORE HANDOFF.
My work sits where product design meets system behavior and engineering execution. I don’t just design the interface; I define the behavior underneath it, ensuring the front-end never makes a promise the back-end cannot validate.
Hardened Edge Cases: Key failure states and exception paths defined before the build begins.
State Integrity: Every transition, loading state, and error boundary resolved so the system behaves under pressure.
Build-Ready Handoffs: Specs, flow matrices, and UI assets hardened so engineering can execute with less interpretation.
✺ HOW I ENGAGE
CHOOSE THE INTERVENTION THAT MATCHES YOUR SPRINT CONSTRAINTS.
The Logic-Readiness Audit
A 72-hour diagnostic for one high-risk flow. I identify missing logic and unresolved requirements before they hit your production sprint.
$1,200.00 (Fixed Fee)
The AI-Readiness Sprint
A 5-day sprint to harden the logic of one blocked or unsafe flow. I deliver a build-ready package that eliminates engineering guesswork and reduces AI build risk.
$4,800.00 (Fixed Fee)
Embedded Design Partner
Ongoing backlog hardening for teams that need build-ready logic and fewer mid-sprint clarification loops across the roadmap.
$9,000 / Month
✺ CASE FILES
FROM AMBIGUOUS INTENT TO EXECUTABLE BEHAVIOR.
My work spans enterprise banking, fintech onboarding, and AI-enabled systems where undefined behavior creates delivery drag and operational risk.
✺ THE LEADERSHIP INTEGRATION
OPEN TO STRATEGIC STAFF OR LEAD PRODUCT DESIGN ROLES.
For organizations that need permanent in-house rigor, I’m open to discussing full-time Staff or Lead Product Designer roles where the mandate is not just UX, but build-ready product behavior at scale.