AI BENCHY Compare

Poolside: Laguna XS 2.1 vs Z.ai: GLM 5.2

Summary

Laguna XS 2.1 vs GLM 5.2 benchmark comparison: GLM 5.2 leads on average score with 7.1 vs 7.0. Laguna XS 2.1 has the lower benchmark cost at $0.036 vs $0.051. GLM 5.2 is faster at 6.34s vs 30.08s, with pass rates of 44.4% vs 60.3%.

Recommended model: GLM 5.2 - It has the best score here (7.1), while responding about 4.7x faster than Laguna XS 2.1.

Last updated at: 2026-07-02

Metric	Laguna XS 2.1 Laguna XS 2.1 medium Release: 2026-07-02 Free Available	GLM 5.2 GLM 5.2 none Release: 2026-06-17

Metric	Laguna XS 2.1 Laguna XS 2.1 medium Release: 2026-07-02 Free Available	GLM 5.2 GLM 5.2 none Release: 2026-06-17
Score	7.0	7.1
Rank	#67	#63
Reliability	10.0	9.9
Consistency	9.6	9.6
Tests Correct
Attempt pass rate	44.4%	60.3%
Flaky tests	1	1
Total Runs	63	63
Cost per result	0.392	0.628
Total Cost	$0.036	$0.051
Input Price	$0.060 / 1M	$0.930 / 1M
Output Price	$0.120 / 1M	$3.000 / 1M
Total Input Tokens	45,324	38,671
Output Tokens	25,761	4,817
Reasoning Tokens	268,677	0
Response Time (avg)	30.08s	6.34s
Response Time (max)	155.23s	20.69s
Response Time (total)	631.77s	133.19s

Generation showcase

Hamster playing table tennis

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

#67 Laguna XS 2.1

medium

Cost: $0.001
Time: 30.6s
Tokens: 4,678 tok

#63 GLM 5.2

none

Invalid SVG

Cost: $0.033
Time: 87.7s
Tokens: 7,455 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

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 5.2	8.3	10.0	75.0%	0		3.70s	567	313	0

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 5.2	3.7	9.5	0.0%	0		7.55s	7,263	1,958	0

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	9.6	10.0	100.0%	0		13.43s	18,033	507	5,908
GLM 5.2	10.0	10.0	100.0%	0		20.69s	14,296	1,489	0

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 5.2	10.0	10.0	100.0%	0		7.17s	7,113	204	0

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	2.9	7.2	11.1%	1		65.66s	834	17	91,533
GLM 5.2	5.3	10.0	33.3%	0		6.50s	696	27	0

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 5.2	6.1	3.1	66.7%	1		4.42s	480	82	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 5.2	9.8	10.0	100.0%	0		3.84s	642	66	0

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 5.2	7.7	10.0	66.7%	0		3.31s	618	265	0

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 5.2	10.0	10.0	100.0%	0		15.76s	6,807	400	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 5.2	3.0	10.0	0.0%	0		3.41s	189	13	0

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