AI Reveals Your Org Chart
When AI deployments stall inside enterprises, the blockers are almost never technical. They are a map of your real org chart — the one that doesn't appear on the intranet.
Vision
I work at the intersection of legal services, go-to-market execution, and transformation. I help teams adopt better workflows, operationalize AI, and turn change programs into measurable outcomes.
Current Focus
Building and leading at Lupl. I learn by building—view my experiments.
Recent Thoughts
All essaysMoneyball For Law: The Cost Of Intelligence
Law’s Moneyball era: firms win by encoding legal judgment into AI agents, cutting the cost of intelligence and turning small teams into high-leverage systems.
Enterprise AI Diffusion Patterns
Why AI always diffuses through enterprises more slowly than the social feed suggests — and what that means for how you plan, sell, and measure AI maturity.
Experiments
AllPrompt Craft Pro
Gamified prompt engineering platform that crossed 1,000+ active users during the Christmas launch period.
Fringe Legal
Seven-year legal innovation platform spanning podcast, community, and global events.
Legal AI Maturity Quadrant
Interactive microsite that helps law firm leaders assess their AI maturity using a quadrant-based diagnostic.
Published Work & Speaking
View allSKILLS Annual Report 2026
SKILLS Summit •
A Practical Guide for Running Better Legal Tech Pilots
Singapore Law Gazette •
Walk Through: Lupl - Task Management + Workflow Automation
Artificial Lawyer •
KM Roundtable: Embracing the New Wave of Knowledge Management
ILTACON 2025 •
When AI Delegates Tasks to You
ILTA Peer to Peer •
Automating with Purpose: Unlocking Strategic Value in Legal Workflows
Singapore Law Gazette •