Qwen3.7 Flash (low) vs GLM 5.3 (high)

Compared models

Recommended model Qwen3.7 Flash (low)

Its score stays close to the best score here (7.7 vs 7.8), while costing about 11.6x less than GLM 5.3 (high).

Metric	Qwen3.7 Flash Qwen3.7 Flash low Release: 2026-07-28	GLM 5.3 GLM 5.3 high Release: 2026-08-20

Metric	Qwen3.7 Flash Qwen3.7 Flash low Release: 2026-07-28	GLM 5.3 GLM 5.3 high Release: 2026-08-20
Score	7.7	7.8
Rank	#114	#105
Reliability	10.0	10.0
Consistency	8.1	7.6
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	68.1%	75.4%
Flaky tests	6	7
Total Runs	69	69
Cost per result	0.439	4.351
Total Cost	$0.053	$0.610
Input Price	$0.030 / 1M	$1.400 / 1M
Output Price	$0.130 / 1M	$4.400 / 1M
Total Input Tokens	318,058	219,811
Output Tokens	16,035	8,811
Reasoning Tokens	315,072	59,671
Response Time (avg)	41.03s	28.38s
Response Time (max)	394.54s	159.91s
Response Time (total)	943.75s	652.78s
Parameters	~35B total (~3B active)	744B total (40B active)
Availability	Closed	Closed

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

low

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

high

Category:

Agentic	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		106.71s	225,867	1,749	25,339
GLM 5.3	10.0	10.0	100.0%	0		40.72s	132,210	2,805	2,010

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		10.29s	672	680	14,285
GLM 5.3	10.0	10.0	100.0%	0		3.72s	639	237	481

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	6.7	7.8	55.6%	1		42.36s	7,893	428	56,419
GLM 5.3	6.6	5.0	66.7%	2		18.89s	7,317	473	8,190

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	6.4	5.8	66.7%	1		217.77s	64,756	11,880	131,432
GLM 5.3	6.4	5.8	66.7%	1		63.96s	62,821	3,936	12,203

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		15.44s	7,782	270	12,503
GLM 5.3	10.0	10.0	100.0%	0		3.55s	7,149	210	189

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	3.6	7.2	22.2%	1		37.60s	780	60	38,897
GLM 5.3	2.9	4.4	22.2%	2		112.33s	759	238	33,423

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	4.0	9.3	0.0%	0		14.37s	516	128	5,423
GLM 5.3	6.1	3.1	66.7%	1		8.00s	498	192	407

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	8.5	6.8	83.3%	1		9.88s	699	99	8,147
GLM 5.3	9.8	10.0	100.0%	0		3.62s	678	72	182

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.7 Flash	7.3	5.2	77.8%	2		9.79s	696	382	10,763
GLM 5.3	8.2	7.2	88.9%	1		4.74s	672	332	452

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		7.66s	8,193	335	2,172
GLM 5.3	10.0	10.0	100.0%	0		17.05s	6,861	231	91

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		18.42s	204	24	9,692
GLM 5.3	3.0	10.0	0.0%	0		21.98s	207	85	2,043

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