15Our assistant costs more and responds more slowly for Hindi and Tamil users than for English users. Why, and what do we do?▼hardNewSarvam AIGoogleFlipkart◆ premiumA question about fairness and unit economics hiding in a tokenizer. The interviewer wants the mechanism, the arithmetic, and options that do not leave non-English users with a worse product.Practise this question →Read answer →
22Our AI product launches in the EU, the US and India at once. How do you build compliance that does not slow every release?▼expertNewMicrosoftGoogleSalesforce◆ premiumThree regulatory regimes, all moving. Principal answers design a common baseline that satisfies the strictest shared requirements, a small set of regional variations as configuration, and a process that tracks change without reviewing every release from scratch.Practise this question →Read answer →
17Before releasing a new model, how would you make sure it is good enough across the dozens of languages your customers use?▼hardNewGoogleMetaSarvam AI◆ premiumEnglish-only evaluation hides regressions that land on most of the world's users. The interviewer wants a plan that covers languages by importance, uses native evaluation, and gates release on per-language results.Practise this question →Read answer →