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Why AI Recommendations Vary by Location and Language

Analyzing geographic and linguistic bias in generative engine responses.

By ASTONTO Research Team2026-08-045 min read

Why AI Recommendations Vary by Location and Language

AI platforms dynamically tailor answers based on user IP geolocation, language context, and localized search index references.

Key Observations

  • A London-based prompt yields different vendor choices than a Frankfurt-based prompt for identical English language queries.
  • Language nuances change the entities selected; queries in German or French prioritize regional entity authority over global brands.