AI search visibility
Developing AEO/GEO diagnostics, AI Overview research and GPTSEO content that help businesses understand whether they can be found, understood and cited.
NOW / SEPTEMBER 2026
Rebuilding an agency around proof, products and practical AI.
This page is a current snapshot, not a permanent biography.
Product-led acquisition
Using focused tools — not generic lead magnets — to reveal a business problem, provide an immediate useful result and create a better first conversation.
Forward-deployed AI
Connecting models to real workflows, permissions, CRM records and approval points. The goal is a measurable operating improvement, not an autonomous demo.
Building in public
Documenting what works, what fails and what remains unverified across X, LinkedIn, Chinese content platforms and this site.