I build operating systemsfor product.
I help teams make better decisions and ship reliably across product, engineering, finance, and operations.

Skill Signals
Six capabilities with measurable proof.
AI Automation
Proof: Reduced support demand by >50% through AI-enabled support workflows.
Ops Systems
Proof: Reduced operational task load by ~37% by redesigning workflow structure.
Product Decisions
Proof: Improved 24-hour resolution performance to 90% on high-volume flows.
Cross-Functional Leadership
Proof: Aligned product, ops, finance, and engineering on shared execution loops.
Data Visibility
Proof: Built systems that improved decision quality and leadership visibility.
ROI Execution
Proof: Delivered 33%+ estimated annual efficiency impact and shipped a prototype in 6 weeks.
Where I can help
- Product strategy and prioritization under constraints.
- Cross-functional operating models for reliable execution.
- AI-enabled workflow design for operations-heavy teams.
Current writing themes
- Customer journey ownership and service quality.
- Decision systems across product, finance, and operations.
- Practical AI adoption without operational noise.
Let’s connect
If you are building product and want to compare notes on strategy, systems, or execution, let’s connect.



