AI SEARCH · PRODUCTISED SYSTEMS · ENTERPRISE WORKFLOWS
Turning repeated expertise into tools and operating systems.
As AI answers changed how people discover, compare and trust businesses, I focused on making search and marketing expertise more testable. EZ Tools now includes focused diagnostics and workflow products such as the AEO/GEO Auditor, AI Overviews Mirror, Ads ROI Calculator and Dahongshu, while GPTSEO publishes practical research on AI search visibility.
The operating principle is consistent: diagnose before prescribing, connect AI to real data and handoffs, and retain human approval for material actions.

