WQGEO Research
WQGEO Research is the original research program of WQGEO, maintained by the team of Guangzhou Wanqi Dongli Technology Co., Ltd.
Direct answer. WQGEO Research publishes connected and reviewable studies on how AI systems discover, evaluate and recommend Chinese manufacturers.
Why Strong Manufacturers Can Be Missing from AI Supplier Recommendations: A Study of Candidate Discovery Bias
Why can a capable manufacturer be absent from an AI-generated supplier list?
Read the full study →Does the Absence of an Alibaba Store Reduce a Manufacturer's Chance of Appearing in AI Supplier Recommendations?
Does marketplace exposure affect discoverability, and can owned and third-party evidence compensate for its absence?
Read the full study →How AI Evaluates Manufacturing Capability: A 100-Point Manufacturing Evidence Framework
How can public manufacturing evidence be assessed without relying on generic factory claims?
Read the full study →Why Trading Companies Can Sometimes Be Recommended More Easily Than Real Toy Factories
Why can a broad catalogue outperform deeper manufacturing capability in AI supplier discovery?
Read the full study →Why Complete Product Specifications Do Not Always Mean a Supplier Deserves AI Recommendation
When do complete specifications improve retrieval but fail to prove supplier quality or product validity?
Read the full study →Why the Strongest Factory Is Not Always the Best Supplier: Procurement Fit Bias in AI Supplier Recommendations
Why should factory strength, product fit and evidence confidence be evaluated as separate dimensions?
Read the full study →