MiniMax M2.5 (medium) vs Laguna S 2.1 (low)

Compared models

Recommended model Laguna S 2.1 (low)

It has the best score here (4.6), while costing about 3.3x less than MiniMax M2.5 (medium).

Metric	MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12	Laguna S 2.1 Laguna S 2.1 low Release: 2026-07-21 Free Available

Metric	MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12	Laguna S 2.1 Laguna S 2.1 low Release: 2026-07-21 Free Available
Score	4.3	4.6
Rank	#340	#324
Reliability	9.3	10.0
Consistency	6.8	7.8
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	42.0%	23.2%
Flaky tests	9	6
Total Runs	69	69
Cost per result	7.104	3.627
Total Cost	$0.359	$0.109
Input Price	$0.270 / 1M	$0.090 / 1M
Output Price	$1.080 / 1M	$0.180 / 1M
Total Input Tokens	188,239	232,641
Output Tokens	27,822	69,335
Reasoning Tokens	262,674	426,182
Response Time (avg)	102.32s	88.24s
Response Time (max)	600.81s	814.73s
Response Time (total)	1637.05s	2029.57s
Parameters	230B total (10B active)	118B total (8B active)
Availability	Weights available	Weights available

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

medium

Reached the allocated time limit (300 seconds) without receiving showcase output.

low

Category:

Agentic	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		600.81s	45,618	7,413	10,854
Laguna S 2.1	2.8	1.6	33.3%	1		152.08s	113,889	1,512	42,297

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 S 2.1	3.4	7.4	8.3%	1		80.66s	616	311	43,722

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 S 2.1	3.8	7.1	22.2%	1		167.51s	7,917	58,111	119,138

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M2.5	3.7	1.8	50.0%	2		83.19s	119,959	16,687	18,834
Laguna S 2.1	3.2	5.2	16.7%	1		412.50s	92,870	8,211	174,584

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 S 2.1	10.0	10.0	100.0%	0		2.76s	7,689	243	1,981

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	7.2	11.1%	1		158.88s	368	14	45,372
Laguna S 2.1	3.0	10.0	0.0%	0		2.46s	771	24	2,606

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 S 2.1	4.8	10.0	0.0%	0		650ms	513	120	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 S 2.1	4.3	6.8	16.7%	1		423ms	702	60	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 S 2.1	3.1	7.3	11.1%	1		2.70s	699	447	1,444

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 S 2.1	10.0	10.0	100.0%	0		2.36s	6,747	286	417

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 S 2.1	3.0	10.0	0.0%	0		202.49s	228	10	39,993

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