FAQ

Does a higher raw token throughput ever justify a more expensive RLHF tool?
Only if the business can absorb a per‑token cost increase above $0.60 without breaching the labeling budget; otherwise the Cost‑Performance Ratio outweighs raw speed.

Can I avoid the double‑write penalty by using a custom sync service?
The custom sync added $75 k in contractor fees and a two‑week delay in the Q2 2026 rollout, so the net cost rose to $0.62 per token, negating the savings.

What is the minimum CPR a candidate must demonstrate to pass Scale AI’s RLHF HC?
A CPR below 0.5, as measured by the CPM v2.1, is the baseline; anything higher was rejected in the 2026 hiring loop.amazon.com/dp/B0GWWJQ2S3).