Qwen3.7 Flash (high) vs GLM 5.3 FlashX (medium)

Compared models

Recommended model GLM 5.3 FlashX (medium)

Its score stays close to the best score here (7.1 vs 7.2), while responding about 6.2x faster than Qwen3.7 Flash (high).

Metric	Qwen3.7 Flash Qwen3.7 Flash high Release: 2026-07-28	GLM 5.3 FlashX GLM 5.3 FlashX medium Release: 2026-09-21

Metric	Qwen3.7 Flash Qwen3.7 Flash high Release: 2026-07-28	GLM 5.3 FlashX GLM 5.3 FlashX medium Release: 2026-09-21
Score	7.2	7.1
Rank	#144	#150
Reliability	10.0	10.0
Consistency	7.6	7.1
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	71.0%	69.6%
Flaky tests	7	8
Total Runs	69	69
Cost per result	0.478	0.946
Total Cost	$0.063	$0.114
Input Price	$0.030 / 1M	$0.370 / 1M
Output Price	$0.130 / 1M	$1.250 / 1M
Total Input Tokens	293,775	205,100
Output Tokens	13,527	8,639
Reasoning Tokens	396,291	21,409
Response Time (avg)	45.48s	7.37s
Response Time (max)	431.47s	74.39s
Response Time (total)	1045.97s	169.54s
Parameters	~35B total (~3B active)	320B total (18B active)
Availability	Closed	Closed

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

high

Reached the allocated time limit (600 seconds) without receiving showcase output.

medium

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	4.7	1.6	66.7%	1		135.86s	177,444	1,197	38,371
GLM 5.3 FlashX	10.0	10.0	100.0%	0		74.39s	120,771	922	9,693

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	10.0	10.0	100.0%	0		10.21s	672	713	13,968
GLM 5.3 FlashX	7.3	5.8	83.3%	2		1.71s	639	343	368

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	8.2	9.7	66.7%	0		58.84s	7,893	503	62,350
GLM 5.3 FlashX	6.0	4.6	66.7%	2		6.37s	7,317	384	5,562

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	6.9	5.9	66.7%	1		231.97s	88,896	9,866	203,866
GLM 5.3 FlashX	2.8	1.6	33.3%	2		15.97s	59,549	5,920	2,786

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	10.0	10.0	100.0%	0		20.10s	7,782	270	10,800
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.74s	7,149	210	134

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	2.9	4.4	22.2%	2		34.43s	780	59	35,675
GLM 5.3 FlashX	3.6	7.2	22.2%	1		3.52s	759	38	2,005

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	5.1	3.4	33.3%	1		10.73s	516	120	3,898
GLM 5.3 FlashX	3.4	2.2	33.3%	1		1.79s	498	135	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	9.8	10.0	100.0%	0		9.41s	699	97	7,838
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.51s	678	72	70

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	7.1	5.1	77.8%	2		10.79s	696	369	10,474
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.84s	672	306	371

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	10.0	10.0	100.0%	0		5.72s	8,193	309	1,436
GLM 5.3 FlashX	10.0	10.0	100.0%	0		10.30s	6,861	231	20

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	3.0	10.0	0.0%	0		17.70s	204	24	7,615
GLM 5.3 FlashX	3.0	10.0	0.0%	0		2.60s	207	78	400

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