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MiniMax: MiniMax M2.5 vs Poolside: Laguna XS 2.1

Summary

MiniMax M2.5 vs Laguna XS 2.1 benchmark comparison: Laguna XS 2.1 leads on average score with 5.3 vs 4.7. Laguna XS 2.1 has the lower benchmark cost at $0.003 vs $0.164. Laguna XS 2.1 is faster at 722ms vs 65.37s, with pass rates of 46.0% vs 31.8%.

Recommended model: Laguna XS 2.1 - It has the best score here (5.3), while costing about 56.6x less than MiniMax M2.5.

Last updated at: 2026-07-02

Metric MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12 Laguna XS 2.1 Laguna XS 2.1 none Release: 2026-07-02 Free Available
Score 4.7 5.3
Rank #151 #128
Reliability 10.0 10.0
Consistency 6.5 9.0
Tests Correct
Attempt pass rate 46.0% 31.8%
Flaky tests 9 3
Total Runs 63 63
Cost per result 7.900 0.058
Total Cost $0.164 $0.003
Input Price $0.120 / 1M $0.060 / 1M
Output Price $0.480 / 1M $0.120 / 1M
Total Input Tokens 43,706 41,148
Output Tokens 109,495 3,451
Reasoning Tokens 330,814 0
Response Time (avg) 65.37s 722ms
Response Time (max) 251.36s 2.30s
Response Time (total) 849.76s 15.17s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#151 MiniMax M2.5

medium
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

#128 Laguna XS 2.1

none
Cost
$0.001
Time
27.6s
Tokens
4,344 tok

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) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 7.9 6.3 83.3% 2 20.82s 612 286 45,344
Laguna XS 2.1 5.3 8.3 33.3% 1 755ms 774 1,015 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 3.4 9.1 0.0% 0 188.58s 6,076 357 106,177
Laguna XS 2.1 4.3 7.8 22.2% 1 623ms 7,995 562 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 4.5 2.1 66.7% 1 60.39s 21,104 740 9,713
Laguna XS 2.1 3.0 10.0 0.0% 0 1.76s 14,197 402 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 4.6 1.7 66.7% 2 7.48s 6,584 266 3,835
Laguna XS 2.1 10.0 10.0 100.0% 0 768ms 7,734 240 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 2.9 4.4 22.2% 2 237.27s 308 105,047 133,487
Laguna XS 2.1 5.3 10.0 33.3% 0 364ms 834 14 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 3.8 2.5 33.3% 1 6.63s 492 25 1,686
Laguna XS 2.1 5.0 10.0 0.0% 0 529ms 537 128 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 7.5 10.0 50.0% 0 621ms 699 156 1,495
Laguna XS 2.1 3.8 5.8 33.3% 1 364ms 638 50 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 5.3 7.2 44.4% 1 11.21s 495 1,069 9,605
Laguna XS 2.1 3.0 10.0 0.0% 0 1.01s 771 730 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 10.0 10.0 100.0% 0 15.35s 7,123 269 937
Laguna XS 2.1 10.0 10.0 100.0% 0 1.36s 7,413 300 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.5 3.0 10.0 0.0% 0 80.79s 213 1,280 18,535
Laguna XS 2.1 3.0 10.0 0.0% 0 254ms 255 10 0

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