Cultural Adaptation

---
name: cultural-adaptation
description: Adapting AI behavior for different cultural contexts, languages, and norms.
---
# 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