Multilingual & Cultural AI
Most AI systems are built in English and assumed to work everywhere. They don't.
Most AI systems are built and tested in English, then assumed to work everywhere else. We find where they don't, and fix it. Specialized expertise in cross-linguistic failure mode detection, cultural-pragmatic alignment, and the languages of the Middle East and the Caucasus that mainstream AI consistently underserves.
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Cross-linguistic and cross-cultural failure mode detection
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Cultural-pragmatic alignment review for global product teams
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Heritage and low-resource language strategy and implementation
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Specialized expertise in Persian, Armenian, Arabic, and related languages
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Multilingual NLP pipeline design and evaluation
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Diaspora and community-serving language technology
Who this is for
Global product teams, educational institutions, government agencies, and organizations serving multilingual or diaspora communities.