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MiniMax: MiniMax M2.7 vs Laguna M.1

Last updated at: 2026-04-29

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 Laguna M.1 Laguna M.1 none Release: 2026-04-28 Free Available
Score 5.3 5.1
Rank #105 #117
Reliability N/A 9.9
Consistency 5.5 8.7
Tests Correct
Attempt pass rate 51.9% 33.3%
Flaky tests 10 3
Total Runs 54 54
Cost per result 2.273 0.000
Total Cost $0.091 $0.000
Input Price $0.300 / 1M $0.000 / 1M
Output Price $1.200 / 1M $0.000 / 1M
Output Tokens 4,984 2,870
Reasoning Tokens 62,787 0
Response Time (avg) 31.08s 2.79s
Response Time (max) 117.04s 15.42s
Response Time (total) 528.37s 50.24s

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
Laguna M.1 3.4 7.9 16.7% 1 1.23s 485 0
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
Laguna M.1 7.5 3.8 66.7% 1 2.93s 543 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
Laguna M.1 3.0 10.0 0.0% 0 4.32s 622 0
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
Laguna M.1 10.0 10.0 100.0% 0 3.37s 246 0
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
Laguna M.1 3.6 7.2 22.2% 1 5.50s 33 0
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
Laguna M.1 4.0 10.0 0.0% 0 3.08s 212 0
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
Laguna M.1 6.3 10.0 50.0% 0 683ms 80 0
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
Laguna M.1 3.2 10.0 0.0% 0 951ms 340 0
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
Laguna M.1 10.0 10.0 100.0% 0 7.54s 309 0

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