Laguna XS 2.1 (medium) vs GLM 5.3 (low)

Compared models

Recommended model Laguna XS 2.1 (medium)

It has the best score here (6.4), while costing about 5.7x less than GLM 5.3 (low).

Metric	Laguna XS 2.1 Laguna XS 2.1 medium Release: 2026-07-02 Free Available	GLM 5.3 GLM 5.3 low Release: 2026-08-20

Metric	Laguna XS 2.1 Laguna XS 2.1 medium Release: 2026-07-02 Free Available	GLM 5.3 GLM 5.3 low Release: 2026-08-20
Score	6.4	6.5
Rank	#200	#195
Reliability	10.0	10.0
Consistency	9.0	8.3
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	46.4%	63.8%
Flaky tests	3	5
Total Runs	69	69
Cost per result	0.922	3.936
Total Cost	$0.083	$0.473
Input Price	$0.060 / 1M	$1.400 / 1M
Output Price	$0.120 / 1M	$4.400 / 1M
Total Input Tokens	352,516	247,436
Output Tokens	33,786	11,005
Reasoning Tokens	504,506	17,597
Response Time (avg)	48.97s	15.28s
Response Time (max)	422.72s	83.60s
Response Time (total)	1126.35s	351.49s
Parameters	33B total (3B active)	744B total (40B active)
Availability	Weights available	Closed

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

medium

low

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	6.1	3.1	66.7%	1		66.42s	233,518	3,036	12,776
GLM 5.3	5.2	3.2	33.3%	1		51.27s	142,447	2,473	1,321

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	4.8	10.0	25.0%	0		41.96s	774	353	73,090
GLM 5.3	6.9	7.9	66.7%	1		4.16s	639	266	249

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	5.5	10.0	33.3%	0		70.35s	7,995	23,767	83,258
GLM 5.3	6.2	6.9	55.6%	1		21.02s	7,317	368	6,764

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	6.3	10.0	50.0%	0		218.07s	91,698	5,496	229,064
GLM 5.3	3.8	5.8	33.3%	1		53.02s	80,209	6,729	5,209

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	10.0	10.0	100.0%	0		4.50s	7,734	234	3,129
GLM 5.3	10.0	10.0	100.0%	0		3.42s	7,149	210	56

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	3.5	4.4	33.3%	2		67.48s	843	17	91,430
GLM 5.3	5.3	10.0	33.3%	0		19.23s	759	35	3,384

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	5.0	10.0	0.0%	0		4.15s	537	119	1,375
GLM 5.3	4.1	2.7	33.3%	1		4.70s	498	163	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	9.8	10.0	100.0%	0		2.57s	753	82	1,844
GLM 5.3	10.0	10.0	100.0%	0		3.40s	678	72	81

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	5.3	10.0	33.3%	0		3.43s	771	357	3,355
GLM 5.3	10.0	10.0	100.0%	0		4.20s	672	389	225

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	10.0	10.0	100.0%	0		3.01s	7,638	309	748
GLM 5.3	10.0	10.0	100.0%	0		18.45s	6,861	231	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	3.0	10.0	0.0%	0		10.88s	255	16	4,437
GLM 5.3	3.0	10.0	0.0%	0		7.42s	207	69	308

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