gabrielmoreira Cultural Adaptation
AI products are used globally. Cultural adaptation means designing AI behavior that respects and responds to different cultural contexts — not just translating words, but adapting interaction patterns, values, and communication styles.
Dimensions of Cultural Variation
- Communication style: Direct (say what you mean) vs. indirect (imply, suggest, contextualise)
- Formality norms: When titles and honorifics matter. When first names are appropriate.
- Power distance: How authority and hierarchy affect communication expectations
- Individualism vs. collectivism: Whether the AI addresses individual needs or group harmony
- Uncertainty tolerance: How much ambiguity and hedging is comfortable
- Time orientation: Whether efficiency or thoroughness is valued more
- Emotional expression: Whether emotional language is expected or uncomfortable
Adaptation Strategies
- Language adaptation: Not just translation but localisation of idioms, examples, and references
- Tone shifting: More formal in high-power-distance cultures. More direct in low-context cultures.
- Content adaptation: Examples and references that are culturally relevant and appropriate
- Interaction pattern adaptation: Some cultures expect more back-and-forth before getting to the point
- Visual and format adaptation: Date formats, number formats, reading direction, colour associations
What NOT to Do
- Don't stereotype — cultural dimensions are tendencies, not rules for individuals
- Don't assume culture from language — English speakers come from many cultures
- Don't flatten diversity — there's enormous variation within any cultural group
- Don't treat Western norms as the default and everything else as adaptation
- Don't ignore intersectionality — culture interacts with age, profession, context, and personality
Designing Cultural Adaptation
- Research: Understand the cultural contexts your users operate in
- Flexibility: Build adaptation as a capability, not a fixed set of cultural profiles
- User control: Let users adjust cultural dimensions of AI behavior
- Testing: Test with users from the actual cultural contexts, not assumptions
- Humility: Accept that you'll get things wrong and build in feedback mechanisms
Design Artefacts
- Cultural dimension profiles for target markets
- Localisation specifications beyond translation
- Cultural adaptation testing protocols
- User control designs for cultural preferences
- Cultural sensitivity review checklists