Insights
What I keep seeing in the field
Notes on workflow design, ownership, economics, and operating decisions behind enterprise AI work.
AI Amplifies Organizational Clarity
When a workflow is unclear or stakeholders disagree, AI makes the gap obvious faster.
AI ROI Begins With Workflow Understanding
You cannot estimate ROI if you cannot describe the current workflow, its inputs and outputs, and who owns the outcome.
When Greenfield Transformation Wins
Fixing the same broken foundation again and again is often harder than designing the target workflow first.