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MiniMax: MiniMax M2.7 vs StepFun: Step 3.5 Flash

Last updated at: 2026-04-11

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 Step 3.5 Flash Step 3.5 Flash none Release: 2026-02-01
Score 5.3 3.0
Rank #76 #93
Consistency 5.5 10.0
Tests Correct
Attempt pass rate 51.9% 0.0%
Flaky tests 10 0
Total Runs 54 3
Cost per result 2.273 0.000
Total Cost $0.091 $0.000
Input Price $0.300 / 1M $0.100 / 1M
Output Price $1.200 / 1M $0.300 / 1M
Output Tokens 4,984 0
Reasoning Tokens 62,787 0
Response Time (avg) 31.08s 0ms
Response Time (max) 117.04s 0ms
Response Time (total) 528.37s 0ms

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 3,010 17,716
Step 3.5 Flash - - - - - - - -
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 10.0 10.0 100.0% 0 91.27s 467 15,175
Step 3.5 Flash 3.0 10.0 0.0% 0 0ms 0 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 369 4,480
Step 3.5 Flash - - - - - - - -
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 187 5,882
Step 3.5 Flash - - - - - - - -
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 8 2,796
Step 3.5 Flash - - - - - - - -
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 92 5,204
Step 3.5 Flash - - - - - - - -
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.7 1.8 50.0% 2 12.64s 213 2,457
Step 3.5 Flash - - - - - - - -
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.8 4.5 33.3% 2 25.62s 334 8,076
Step 3.5 Flash - - - - - - - -
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001
Step 3.5 Flash - - - - - - - -

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