Principle 01
Diagnosis before prescribing
Every engagement starts by mapping the real system - the bottleneck, not the symptom - before a single change is proposed.
Consulting
AI strategy and product consulting.
I work with founders and product organizations to take AI from prototype to a production-grade product, and to restructure teams so delivery holds under pressure.
How I think
Three principles.
Principle 02
Human-amplifying technology
AI should extend the people using it. I build products where the model does the heavy lifting and the human keeps the judgment.
Principle 03
Resilient alignment
Structure first. Teams and roadmaps that hold under pressure, not plans that look good until the first real shock.
How I work
Where I help.
AI Product Integration
Take an AI capability from prototype to a production-grade product with real retrieval quality, evaluation, and CI/CD gates.
Strategic Roadmap Alignment
Turn a scattered backlog into a sequenced roadmap tied to outcomes, with OKRs the whole team can execute against.
Team Leadership Workshops
Restructure struggling teams into focused product units with independent delivery and a working agile cadence.
Typical engagements run 2 to 6 months, remote or hybrid, and start with a diagnostic phase.
Have a product or a team that needs both strategy and hands?
Work with me