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MiniMax: MiniMax M2.5 vs Laguna Xs.2

Last updated at: 2026-04-29

Metric MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12 Free Available Laguna Xs.2 Laguna Xs.2 none Release: 2026-04-28 Free Available
Score 5.7 5.0
Rank #94 #118
Reliability N/A 9.9
Consistency 5.6 10.0
Tests Correct
Attempt pass rate 57.4% 27.8%
Flaky tests 10 0
Total Runs 54 54
Cost per result 4.987 0.000
Total Cost $0.250 $0.000
Input Price $0.150 / 1M $0.000 / 1M
Output Price $1.150 / 1M $0.000 / 1M
Output Tokens 107,044 3,824
Reasoning Tokens 206,422 0
Response Time (avg) 39.65s 1.68s
Response Time (max) 237.27s 16.04s
Response Time (total) 396.47s 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 M2.5 7.9 6.3 83.3% 2 20.82s 286 45,344
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 M2.5 3.0 10.0 0.0% 0 0ms 0 0
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 M2.5 4.5 2.1 66.7% 1 60.39s 740 9,713
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 M2.5 4.6 1.7 66.7% 2 7.48s 266 3,835
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 M2.5 2.9 4.4 22.2% 2 237.27s 105,047 133,487
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 M2.5 3.8 2.5 33.3% 1 6.63s 25 1,686
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 M2.5 8.1 6.8 83.3% 1 4.64s 252 1,873
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 M2.5 5.3 7.2 44.4% 1 11.54s 159 9,547
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 M2.5 10.0 10.0 100.0% 0 15.35s 269 937
Laguna Xs.2 3.0 10.0 0.0% 0 1.93s 392 0

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