Laguna S 2.1 (low) vs GLM 5.3 Flash (max)

Compared models

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

Rank: #53
Total Output Tokens: 216,119
Response Time (avg): 54.04s
Total Cost: $0.089

Recommended model GLM 5.3 Flash (max)

It has the best score here (9.0), while responding about 1.6x faster than Laguna S 2.1 (low).

Detailed comparison

Metric	Laguna S 2.1 Laguna S 2.1 low Release: 2026-07-21 Free Available	GLM 5.3 Flash GLM 5.3 Flash max Release: 2026-08-26

Metric	Laguna S 2.1 Laguna S 2.1 low Release: 2026-07-21 Free Available	GLM 5.3 Flash GLM 5.3 Flash max Release: 2026-08-26
Score	4.6	9.0
Rank	#377	#53
Reliability	10.0	10.0
Consistency	7.8	9.0
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	23.2%	82.6%
Flaky tests	6	3
Total Runs	69	69
Cost per result	3.627	0.519
Total Cost	$0.108	$0.089
Input Price	$0.090 / 1M	$0.150 / 1M
Output Price	$0.180 / 1M	$0.500 / 1M
Cache Read Price	$0.009 / 1M	$0.030 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	232,641	255,743
Output Tokens	69,335	8,684
Reasoning Tokens	426,182	207,435
Response Time (avg)	88.24s	54.04s
Response Time (max)	814.73s	333.47s
Response Time (total)	2029.57s	1242.97s
Parameters	118B total (8B active)	320B total (18B active)
Availability	Weights available	Open source

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.

#377 Laguna S 2.1

low

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

#53 GLM 5.3 Flash

max

Cost: $0.005
Time: 296.5s
Tokens: 16,250 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
Laguna S 2.1	2.8	1.6	33.3%	1		152.08s	113,889	1,512	42,297
GLM 5.3 Flash	10.0	10.0	100.0%	0		96.73s	158,870	1,047	10,732

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	3.4	7.4	8.3%	1		80.66s	616	311	43,722
GLM 5.3 Flash	10.0	10.0	100.0%	0		4.15s	639	280	1,909

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	3.8	7.1	22.2%	1		167.51s	7,917	58,111	119,138
GLM 5.3 Flash	10.0	10.0	100.0%	0		43.37s	7,317	381	23,692

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	3.2	5.2	16.7%	1		412.50s	92,870	8,211	174,584
GLM 5.3 Flash	7.3	5.8	83.3%	1		138.66s	72,093	5,223	43,858

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	10.0	10.0	100.0%	0		2.76s	7,689	243	1,981
GLM 5.3 Flash	10.0	10.0	100.0%	0		6.10s	7,149	222	2,002

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	3.0	10.0	0.0%	0		2.46s	771	24	2,606
GLM 5.3 Flash	3.6	7.2	22.2%	1		203.29s	759	311	114,989

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	4.8	10.0	0.0%	0		650ms	513	120	0
GLM 5.3 Flash	10.0	10.0	100.0%	0		10.02s	498	212	1,118

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	4.3	6.8	16.7%	1		423ms	702	60	0
GLM 5.3 Flash	9.8	10.0	100.0%	0		3.65s	678	72	972

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	3.1	7.3	11.1%	1		2.70s	699	447	1,444
GLM 5.3 Flash	8.7	7.7	88.9%	1		5.61s	672	466	1,677

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	10.0	10.0	100.0%	0		2.36s	6,747	286	417
GLM 5.3 Flash	10.0	10.0	100.0%	0		19.24s	6,861	231	640

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna S 2.1	3.0	10.0	0.0%	0		202.49s	228	10	39,993
GLM 5.3 Flash	3.0	10.0	0.0%	0		46.77s	207	239	5,846

Switch Comparison Pair

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