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MiniMax: MiniMax M3 vs StepFun: Step 3.7 Flash

Last updated at: 2026-06-01

Metric MiniMax M3 MiniMax M3 medium Release: 2026-06-01 Step 3.7 Flash Step 3.7 Flash medium Release: 2026-05-29
Score 7.5 7.9
Rank #54 #31
Reliability 9.6 9.9
Consistency 8.4 9.2
Tests Correct
Attempt pass rate 75.0% 71.7%
Flaky tests 4 2
Total Runs 60 58
Cost per result 1.083 2.663
Total Cost $0.120 $0.347
Input Price $0.300 / 1M $0.200 / 1M
Output Price $1.200 / 1M $1.150 / 1M
Output Tokens 46,884 294,481
Reasoning Tokens 85,935 0
Response Time (avg) 68.44s 18.32s
Response Time (max) 431.03s 113.98s
Response Time (total) 1300.32s 366.45s

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 M3 5.5 3.7 66.7% 3 14.95s 874 3,414
Step 3.7 Flash 8.7 7.9 91.7% 1 9.65s 32,185 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 8.3 10.0 100.0% 0 185.58s 4,071 26,059
Step 3.7 Flash 8.2 6.7 83.3% 1 10.64s 19,320 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 10.0 10.0 100.0% 0 65.30s 1,306 6,253
Step 3.7 Flash 10.0 10.0 100.0% 0 9.06s 7,106 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 10.0 10.0 100.0% 0 14.92s 514 3,164
Step 3.7 Flash 10.0 10.0 100.0% 0 2.75s 3,020 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 6.5 10.0 66.7% 0 233.13s 16,254 19,070
Step 3.7 Flash 7.7 10.0 66.7% 0 48.27s 70,347 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 5.1 3.4 33.3% 1 33.25s 2,487 2,523
Step 3.7 Flash 4.0 10.0 0.0% 0 6.85s 3,987 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 9.8 10.0 100.0% 0 6.14s 103 920
Step 3.7 Flash 9.8 10.0 100.0% 0 1.83s 2,166 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 7.9 9.9 66.7% 0 49.91s 11,946 13,761
Step 3.7 Flash 5.7 9.9 33.3% 0 6.19s 15,071 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 10.0 10.0 100.0% 0 11.91s 281 555
Step 3.7 Flash 10.0 10.0 100.0% 0 4.16s 2,115 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 3.0 10.0 0.0% 0 100.80s 9,048 10,216
Step 3.7 Flash 3.0 10.0 0.0% 0 113.98s 139,164 0

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