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We help you identify which responses
real users prefer - improving helpfulness, tone, and trust in continuous
training loops.
Why it scales?
Massive scale, Non-expert friendly RLHF, the industry’s best signal-to-cost ratio.
"Does this sound Chinese or just translated?" We validate fluency, idioms, tone, and cultural appropriateness, the gap between "technically correct" & "trustworthy".
Why it's acurate?
Only native users judge cultural nuance at scale, not Western outsourcers.
We will help you test your model before going live, safely. Our broad workforce flags obvious issues; trained subset red-teams edge cases.
Why it's safe?
Scalable first-line safety + targeted red-teaming without expert costs.
