Research focus
I study how Thai sellers are separated from marketplaces, distributors, and generic product categories in AI answers. The work centers on evidence pages, export terms, and English descriptions that do more than repeat product names.
Thai GEO
Thai businesses need evidence pages, not louder keyword pages.
I help Thai e-commerce, export, and catalogue-led businesses become easier for AI assistants to describe correctly. The work starts with buyer questions, then checks whether your own-domain pages, marketplace listings, English product copy, and company evidence all tell the same story. When they do not, I mark the gaps and repair the pages that machines keep misreading.
Make the business easier to verify before it asks to be found.
Send the pages, the buyer question, and the market you care about. I will tell you where the evidence breaks first.
Start the intake