Question

A multinational company plans to deploy a generative AI assistant to draft customer support replies across all 40 countries where it operates. The AI team assembled a training and evaluation dataset composed almost entirely of English-language support tickets from North American customers. Leadership asks what business risk this dataset choice most directly creates before the global rollout. As the AI Transformation Leader, which risk should you highlight?

Accepted Answer

The assistant may perform poorly and produce lower-quality or culturally inappropriate responses for customers in underrepresented regions.

Answer

The model will consume more tokens per request, increasing operational cost across all regions.

Answer

The model will require fine-tuning every time a new support ticket is received.

Answer

The dataset will trigger prompt-injection attacks because it lacks multilingual filtering.