Verdict
Built from the measurements below
- Accuracy is too close to call: Qwen3.8 2.4T A95B scored 57.5% and Step 5 Preview 63.8% on the same 80 questions, a gap within what chance alone could produce.
- Step 5 Preview is 3.2× cheaper per question as billed ($0.0047 vs $0.015), reasoning tokens included.
- Step 5 Preview generates text 2.1× faster: 93 tokens per second against 44.
- Step 5 Preview starts answering sooner: 0.6 s to the first token, against 3.1 s for Qwen3.8 2.4T A95B.
Which should you choose?
Choose Step 5 Preview for the lower cost per correct answer ($0.0074 against $0.026), faster streaming and a quicker first token.
Accuracy gap -6.3 points (z = -0.81). We call a winner only when z is at least 1.96, the usual 95% threshold. Speed, latency and price need a 10% margin.