AI BENCHY Compare

Qwen: Qwen3.5-122B-A10B vs Z.ai: GLM 5.2

Summary

Qwen3.5-122B-A10B (medium) vs GLM 5.2 (high) benchmark comparison: GLM 5.2 (high) leads on average score with 8.0 vs 7.7. GLM 5.2 (high) has the lower benchmark cost at $0.554 vs $0.588. GLM 5.2 (high) is faster at 37.09s vs 42.49s, with pass rates of 73.0% vs 77.8%.

Recommended model: GLM 5.2 (high) - It has the strongest score in this comparison (8.0) and the best overall balance of cost and response time across all 2 models.

Last updated at: 2026-07-10

Metric	Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Release: 2026-02-24	GLM 5.2 GLM 5.2 high Release: 2026-06-17

Metric	Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Release: 2026-02-24	GLM 5.2 GLM 5.2 high Release: 2026-06-17
Score	7.7	8.0
Rank	#45	#32
Reliability	10.0	9.3
Consistency	8.8	7.6
Tests Correct
Attempt pass rate	73.0%	77.8%
Flaky tests	3	6
Total Runs	63	63
Cost per result	5.235	4.255
Total Cost	$0.588	$0.554
Input Price	$0.260 / 1M	$0.770 / 1M
Output Price	$2.080 / 1M	$2.420 / 1M
Total Input Tokens	41,832	34,993
Output Tokens	26,187	51,575
Reasoning Tokens	251,028	166,065
Response Time (avg)	42.49s	37.09s
Response Time (max)	168.16s	180.69s
Response Time (total)	892.30s	778.91s

Generation showcase

Hamster playing table tennis

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

#45 Qwen3.5-122B-A10B

medium

Cost: $0.019
Time: 48.7s
Tokens: 6,034 tok

#32 GLM 5.2

high

Invalid SVG

Cost: $0.000
Time: 300.0s
Tokens: 0 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
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		9.75s	672	269	16,835
GLM 5.2	10.0	10.0	100.0%	0		5.80s	639	406	2,660

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	6.0	7.2	55.6%	1		114.48s	7,630	8,057	82,578
GLM 5.2	6.4	4.4	77.8%	2		73.03s	5,124	2,302	22,546

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		107.79s	14,947	483	11,337
GLM 5.2	10.0	10.0	100.0%	0		43.51s	12,696	711	4,267

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		23.41s	7,782	270	16,558
GLM 5.2	10.0	10.0	100.0%	0		5.81s	7,143	435	1,414

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	2.9	7.2	11.1%	1		63.40s	771	15,537	64,889
GLM 5.2	3.5	4.4	33.3%	2		73.97s	551	46,693	90,566

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	3.4	2.2	33.3%	1		34.11s	344	66	7,592
GLM 5.2	10.0	10.0	100.0%	0		12.90s	498	63	1,743

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		9.88s	593	77	7,372
GLM 5.2	10.0	10.0	100.0%	0		4.26s	678	151	1,210

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		17.89s	696	284	27,575
GLM 5.2	6.0	4.6	66.7%	2		33.71s	665	568	22,392

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		4.60s	8,193	322	1,226
GLM 5.2	10.0	10.0	100.0%	0		9.25s	6,861	246	503

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	3.0	10.0	0.0%	0		52.87s	204	822	15,066
GLM 5.2	3.0	10.0	0.0%	0		127.82s	138	0	18,764

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