Our approach

Built around your model, data, and acceptance criteria.

Multilingual model quality depends on more than literal translation. We recruit native speakers who understand regional vocabulary, code-switching, cultural context, tone, and safety expectations, then calibrate them on your prompts, policies, and product use cases.

Projects can cover supervised fine-tuning, preference ranking, response rewriting, linguistic quality review, cross-lingual reasoning, and locale-specific evaluation. Vraify tracks language, region, reviewer calibration, and adjudication history for every task so your team can compare performance across markets without losing the context behind each score.

What we deliver

Spec, deliver, verify. Every engagement scoped with your post-training team.

Services

+Translation quality evaluation
+Native-speaker SFT/RLHF
+Cultural localization data
+Cross-lingual reasoning
+Region-specific safety and policy compliance
Coverage
EnglishHindiTamilTeluguBengaliMarathiSpanishMandarinArabicFrenchGermanJapaneseKoreanPortugueseRussian+35 more
Next step

Request language coverage.

Native speakers, calibrated to your prompts and locale.