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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 high Release: 2026-05-29
Score 7.3 7.1
Rank #65 #74
Reliability 9.6 10.0
Consistency 8.4 8.2
Tests Correct
Attempt pass rate 68.3% 65.0%
Flaky tests 6 4
Total Runs 60 60
Cost per result 1.083 8.723
Total Cost $0.120 $0.960
Input Price $0.300 / 1M $0.200 / 1M
Output Price $1.200 / 1M $1.150 / 1M
Output Tokens 46,884 828,084
Reasoning Tokens 85,935 0
Response Time (avg) 68.44s 49.43s
Response Time (max) 431.03s 192.75s
Response Time (total) 1300.32s 988.58s

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 10.0 10.0 100.0% 0 13.40s 42,656 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 7.5 10.0 66.7% 1 185.58s 4,071 26,059
Step 3.7 Flash 3.2 4.6 16.7% 1 126.82s 164,069 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 13.01s 8,802 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 14.72s 23,113 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M3 6.0 10.0 44.4% 1 233.13s 16,254 19,070
Step 3.7 Flash 4.1 4.4 44.5% 2 149.64s 410,502 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 5.5 10.0 0.0% 0 4.17s 2,862 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 1.52s 2,010 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 5.3 7.2 44.4% 1 10.22s 25,422 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 2.79s 1,172 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% 0 149.34s 147,476 0

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