Measure AI by Business Impact: Tie AI initiatives to revenue, retention, margin, cash flow, or throughput instead of generic productivity gains.

Prioritize Revenue Workflows: Find the bottlenecks, handoffs, and translation loss that slow customer value, then apply AI where it improves flow.

Build Shared AI Context: Create reusable markdown files, instructions, and shared context systems that keep people and AI working from the same source of truth.

Productize Repeatable Work: Design repeatable AI jobs, skills, and agents around clear outcomes, constraints, inputs, tools, and success criteria.

Lead AI-Native Teams: Set operating principles, review rhythms, and adoption rituals that make AI useful without flooding leaders with low-value output.