Linda — Research & Content Review Lead

Research review, content governance, evidence language and publication quality.

Role at WQGEO

This page describes the person’s current public role and verified contributions to WQGEO. It does not add unverified education, employment history, certificates, awards or client claims.

WQGEO TeamWQGEO Research

PUBLIC CONTRIBUTIONS

Participated Content

Knowledge CenterHow to Choose a GEO Agency: 10 Things to Check Before SigningKnowledge CenterHow to Do GEO for English and Multilingual WebsitesKnowledge CenterHow to Monitor Changes in AI Supplier RecommendationsKnowledge CenterHow to Write Product Pages That AI Can Better Understand and CiteKnowledge CenterWhy Manufacturing GEO Is Different from Consumer Brand GEOKnowledge CenterCan You Do GEO Without an Alibaba Store?Knowledge CenterWhat Is Citation and Why Can’t GEO Rely Only on Company Claims?Knowledge CenterWhy Doesn’t AI Cite Your Website Even When You Have Lots of Content?Knowledge CenterHow to Build an AI Procurement Query MatrixKnowledge CenterHow to Help AI Recognize You as a Real Manufacturer, Not a Trading CompanyKnowledge CenterWhat Is an Enterprise AI Knowledge Base?Knowledge CenterHow Much Does GEO Cost?Knowledge CenterWhich GEO Metrics Should Manufacturers Track?Knowledge CenterCan GEO Guarantee a No.1 Ranking in ChatGPT?Knowledge CenterHow Long Does GEO Take to Show Results?Knowledge CenterWhat Information Should a Company Prepare Before Starting GEO?Knowledge CenterWhy Does AI Recommend Your Competitors Instead of Your Company?Knowledge CenterWhy Can’t ChatGPT Find Your Company?Knowledge CenterGEO vs SEO: Which Should Export Companies Prioritize?Knowledge CenterWhat Is GEO and Why Should Export Manufacturers Care?WQGEO ResearchDoes the Absence of an Alibaba Store Reduce a Manufacturer’s Chance of Appearing in AI Supplier Recommendations?WQGEO ResearchHow AI Evaluates Manufacturing Capability: A 100-Point Manufacturing Evidence FrameworkWQGEO ResearchWhy Trading Companies Can Sometimes Be Recommended More Easily Than Real Toy FactoriesWQGEO ResearchWhy Complete Product Specifications Do Not Always Mean a Supplier Deserves AI RecommendationWQGEO ResearchWhy the Strongest Factory Is Not Always the Best Supplier: Procurement Fit Bias in AI Supplier Recommendations