HOW I WORK
Understand first. Recommend with context.
Start with the work as it happens today. Then consider what would make it clearer and more manageable.
Understand
Listen to how the work happens today, what gets in the way, and what you want to improve.
Map
Make the steps, handoffs, information and decisions visible.
Assess
Identify where inconsistency, unclear ownership or unnecessary effort creates friction.
Evaluate
Consider process changes, existing tools, automation and appropriate AI support.
Recommend
Define practical priorities, with clear ownership and human review where it matters.
A FRAMEWORK FOR DECIDING WHAT CHANGES
Every step deserves the right kind of support.
Keep → Standardize → Simplify → Automate → AI-Assist
These are options to consider, not a requirement to move every task toward AI. The right recommendation may be to preserve a step, clarify it or remove it.
Keep
Preserve what works and the decisions that require professional judgment.
Standardize
Create a consistent starting point for recurring work.
Simplify
Remove unnecessary steps before making them faster.
Automate
Use clear rules to support repeatable tasks and handoffs.
AI-Assist
Consider AI for suitable tasks, with defined review and exception handling.