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Claude 4.1 Opus (Reasoning) vs Step 3.5 Flash

Anthropic vs StepFun — side-by-side benchmark comparison

Claude 4.1 Opus (Reasoning)Step 3.5 Flash
Intelligence Index42.037.8
Coding Index36.531.6
Math Index80.3
Output speed (tok/s)44.5167.4
Blended price ($/1M)$32.81$0.15
Time to first token (s)8.55s0.91s
aime
aime 2580.3%
artificial analysis coding index36.5031.60
artificial analysis intelligence index42.0037.80
artificial analysis math index80.30
gpqa80.9%83.1%
hle11.9%19.1%
ifbench55.4%64.6%
lcr66.3%43.0%
livecodebench65.4%
math 500
mmlu pro88.0%
scicode40.9%40.4%
tau271.4%94.4%
terminalbench hard34.3%27.3%

Benchmark data from Artificial Analysis.