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Claude 4.1 Opus (Non-reasoning) vs Step 3.5 Flash

Anthropic vs StepFun — side-by-side benchmark comparison

Claude 4.1 Opus (Non-reasoning)Step 3.5 Flash
Intelligence Index36.037.8
Coding Index31.6
Math Index
Output speed (tok/s)44.7167.4
Blended price ($/1M)$32.81$0.15
Time to first token (s)1.63s0.91s
aime
aime 25
artificial analysis coding index31.60
artificial analysis intelligence index36.0037.80
artificial analysis math index
gpqa83.1%
hle19.1%
ifbench64.6%
lcr43.0%
livecodebench
math 500
mmlu pro
scicode40.4%
tau294.4%
terminalbench hard27.3%

Benchmark data from Artificial Analysis.