When Google ranking still leaves a Thai store invisible
A Thai store can rank on Google yet stay invisible in ChatGPT, because the page never proves its products, seller, and buyer answers clearly enough for AI.
Field notes
How AI reads Thai commerce
This blog is a working ledger of AI visibility for Thai e-commerce and export businesses. I publish one field-note essay each week, one practical page teardown every two weeks, and one prompt-led self-check guide each month. The subjects are plain: evidence pages, export copy, marketplace confusion, buyer questions, product taxonomy, and the little distortions that appear when machines summarize sellers too quickly.
Product wording that matches real buyer questions
AI visibility starts with product wording that matches how buyers actually ask — not how sellers label categories.