Founder of A Human In The Loop. Practitioner and systems builder with 20+ years in real estate and 15 across oil and gas, food safety, trucking, and logistics. She helps business owners put AI to work through practical systems and human oversight. No hype, no magic buttons.
A practical framework for understanding the four levels of AI implementation: Task, Workflow, System, and Agent, with human review built into every level.
AI ROI usually comes from fixing expensive friction the business already has. This article shows where to look first and how to compare protected revenue, recovered capacity, avoided cost, and operational value without inflating the math.
