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RLHF and preference ranking

Native speakers compare model answers, pick the better one and explain why, in the language your users write in.

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Typical tasks

  • Side-by-side ranking with written rationales
  • Rubric scores for helpfulness, accuracy and tone
  • Flags on unsafe or culturally wrong answers

Who does it

Tier 2 native evaluators; a Tier 3 lead calibrates the rubric with you.

Managed rates

  • Kazakh, Uzbek, Kyrgyz, Tajik, Mongolian native QA and alignment $24–30 /h
  • Serbian, Bosnian, Macedonian, Bulgarian, Albanian native evaluator $18–22 /h
  • Russian annotation and evaluation $12–14 /h

Languages

Pilot

Start with a paid two-week pilot

10 vetted workers in your tool, ready within 10 business days (5 for Russian). If a managed team’s weekly gold-set agreement falls below 90%, the hours below it aren’t billed.

Get a pilot