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How AI decides which brands to name

AI Visibility

Hindi vs English: We Ran 690 Buyer Prompts. AI Recommended the Same Brands.

Two cards, an English prompt and its Hindi equivalent about protein powder, each listing the same three brands, joined by an equals sign.

We expected Hindi prompts to surface different brands. Across 690 runs on three engines, they didn't — and the reason is the source graph, not the language.

Akash Singh · September 5, 2026 · 6 min read

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