MiniMax M2.7 (medium) vs Laguna S 2.1 (low)

Compared models

Rank: #351
Total Output Tokens: 170,899
Response Time (avg): 50.32s
Total Cost: $0.326

Rank: #377
Total Output Tokens: 437,706
Response Time (avg): 88.24s
Total Cost: $0.108

Recommended model MiniMax M2.7 (medium)

It has the best score here (5.0), while responding about 1.8x faster than Laguna S 2.1 (low).

Detailed comparison

Metric	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18	Laguna S 2.1 Laguna S 2.1 low Release: 2026-07-21 Free Available

Metric	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18	Laguna S 2.1 Laguna S 2.1 low Release: 2026-07-21 Free Available
Score	5.0	4.6
Rank	#351	#377
Reliability	10.0	10.0
Consistency	6.4	7.8
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	44.9%	23.2%
Flaky tests	10	6
Total Runs	69	69
Cost per result	5.279	3.627
Total Cost	$0.326	$0.108
Input Price	$0.210 / 1M	$0.090 / 1M
Output Price	$0.840 / 1M	$0.180 / 1M
Cache Read Price	$0.042 / 1M	$0.009 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	277,130	232,641
Output Tokens	45,188	69,335
Reasoning Tokens	129,163	426,182
Response Time (avg)	50.32s	88.24s
Response Time (max)	198.82s	814.73s
Response Time (total)	1107.03s	2029.57s
Parameters	230B total (10B active)	118B total (8B active)
Availability	Weights available	Weights available

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#351 MiniMax M2.7

medium

Cost: $0.022
Time: 22.8s
Tokens: 9,250 tok

#377 Laguna S 2.1

low

Cost: $0.001
Time: 6.6s
Tokens: 1,314 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

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M2.7	4.7	3.1	33.3%	1		198.82s	162,603	26,630	17
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 M2.7	7.9	6.3	83.3%	2		40.32s	654	3,010	17,716
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 M2.7	5.7	9.1	33.3%	0		101.89s	2,961	1,231	38,841
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 M2.7	3.8	1.6	50.0%	2		72.12s	94,380	9,946	33,704
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 M2.7	6.3	5.8	66.7%	1		21.95s	7,152	187	5,882
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 M2.7	3.0	10.0	0.0%	0		39.70s	254	8	12,906
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 M2.7	3.9	2.5	33.3%	1		38.70s	486	92	5,204
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 M2.7	3.8	5.8	33.3%	1		12.80s	687	350	2,600
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 M2.7	5.9	7.2	55.6%	1		24.87s	675	362	7,840
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 M2.7	4.7	1.6	66.7%	1		12.05s	7,067	304	1,001
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 M2.7	3.0	10.0	0.0%	0		22.77s	211	3,068	3,452
Laguna S 2.1	3.0	10.0	0.0%	0		202.49s	228	10	39,993

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