Bolting AI onto legacy workflows preserves the constraints AI was meant to remove. I redesign workflows around what AI can actually deliver.
Where AI's judgment is measurably better, faster, or cheaper — and the failure modes are tolerable and recoverable.
Where judgment, relationships, or accountability demand a person — kept human deliberately, not by inertia.
When the system decides, someone still owns the outcome. Roles, escalation, and oversight redrawn to match the new division of labor.
The unit of transformation is the workflow, not the tool.