No entity authority in English or Arabic
AI models cite brands documented consistently across authoritative sources in both languages. Most Qatari businesses have minimal entity presence in either — no Wikipedia entry, no Wikidata record, no consistent information across Arabic and English business directories. AI engines see this gap and cite better-documented competitors from Dubai, London, or New York instead.