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MiniMax: MiniMax M2.7 vs Hunter Alpha

Last updated at: 2026-03-21

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 Hunter Alpha Hunter Alpha medium Release: 2026-03-11
Score 5.0 7.0
Rank #68 #37
Consistency 5.3 7.2
Tests Correct
Attempt pass rate 49.0% 68.6%
Flaky tests 10 6
Total Runs 51 51
Cost per result 2.398 0.000
Total Cost $0.072 $0.000
Input Price $0.300 / 1M $0.000 / 1M
Output Price $1.200 / 1M $0.000 / 1M
Output Tokens 4,517 4,724
Reasoning Tokens 47,612 17,921
Response Time (avg) 27.32s 10.33s
Response Time (max) 117.04s 30.53s
Response Time (total) 437.10s 175.60s

Top Models by Score

Score vs Total Cost

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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
Hunter Alpha 7.3 5.8 83.3% 2 4.75s 479 1,103
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
Hunter Alpha 4.7 1.6 66.7% 1 30.53s 792 3,456
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
Hunter Alpha 10.0 10.0 100.0% 0 23.16s 1,488 8,017
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
Hunter Alpha 3.0 10.0 0.0% 0 10.52s 892 2,406
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
Hunter Alpha 7.0 3.7 66.7% 1 6.44s 116 260
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
Hunter Alpha 9.9 10.0 100.0% 0 4.18s 208 465
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
Hunter Alpha 6.1 4.7 66.7% 2 5.36s 441 1,310
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
Hunter Alpha 10.0 10.0 100.0% 0 17.33s 308 904

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