Knowledge Panel errors feeding into Gemini responses
Gemini draws directly from Google's entity graph. If your Knowledge Panel is unclaimed or carries errors — wrong category, outdated description, incorrect attributes — those errors surface in Gemini responses in both Arabic and English contexts. In Qatar's bilingual corporate environment, an inaccurate entity description is visible to every buyer regardless of their query language.