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

Compared models

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

Rank: #349
Total Output Tokens: 294,040
Response Time (avg): 63.06s
Total Cost: $0.092

Recommended model Laguna S 2.1 (medium)

It has the best score here (5.0), while costing about 3.5x less than MiniMax M2.7 (medium).

Detailed comparison

Metric	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18	Laguna S 2.1 Laguna S 2.1 medium 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 medium Release: 2026-07-21 Free Available
Score	5.0	5.0
Rank	#351	#349
Reliability	10.0	10.0
Consistency	6.4	8.5
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	44.9%	24.6%
Flaky tests	10	4
Total Runs	69	69
Cost per result	5.279	1.987
Total Cost	$0.326	$0.092
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	230,291
Output Tokens	45,188	99,030
Reasoning Tokens	129,163	287,794
Response Time (avg)	50.32s	63.06s
Response Time (max)	198.82s	560.31s
Response Time (total)	1107.03s	1450.31s
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

#349 Laguna S 2.1

medium

Cost: $0.001
Time: 4.0s
Tokens: 867 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	3.4	2.2	33.3%	1		165.05s	143,644	1,732	45,497

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	5.8	25.0%	2		51.82s	672	370	45,172

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	5.3	7.2	44.4%	1		158.98s	7,917	93,354	106,718

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	9.1	0.0%	0		284.71s	60,785	2,413	80,089

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		2.42s	7,689	243	1,699

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		2.68s	771	24	2,863

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	4.6	9.8	0.0%	0		739ms	513	164	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	4.2	9.9	0.0%	0		400ms	702	57	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	10.0	0.0%	0		2.62s	699	375	2,497

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		2.24s	6,747	270	420

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		7.11s	152	28	2,839

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