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MiniMax: MiniMax M2.7 vs Laguna Xs.2

Last updated at: 2026-04-29

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 Laguna Xs.2 Laguna Xs.2 none Release: 2026-04-28 Free Available
Score 5.3 5.0
Rank #105 #118
Reliability N/A 9.9
Consistency 5.5 10.0
Tests Correct
Attempt pass rate 51.9% 27.8%
Flaky tests 10 0
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 3,824
Reasoning Tokens 62,787 0
Response Time (avg) 31.08s 1.68s
Response Time (max) 117.04s 16.04s
Response Time (total) 528.37s 30.26s

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 Xs.2 3.2 10.0 0.0% 0 743ms 933 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 Xs.2 2.5 10.0 0.0% 0 1.96s 866 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 Xs.2 3.0 10.0 0.0% 0 2.01s 521 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 Xs.2 10.0 10.0 100.0% 0 646ms 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 Xs.2 5.3 10.0 33.3% 0 371ms 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 Xs.2 5.0 10.0 0.0% 0 16.04s 200 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 Xs.2 6.5 10.0 50.0% 0 439ms 81 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 Xs.2 5.4 10.0 33.3% 0 688ms 552 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 Xs.2 3.0 10.0 0.0% 0 1.93s 392 0

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