DeepSeek V4 Pro 0423 (high) vs GLM 5.3 FlashX (max)

Compared models

Rank: #106
Total Output Tokens: 211,343
Response Time (avg): 91.29s
Total Cost: $0.149

Rank: #117
Total Output Tokens: 402,765
Response Time (avg): 43.97s
Total Cost: $0.623

Recommended model DeepSeek V4 Pro 0423 (high)

It has the best score here (8.1), while costing about 4.2x less than GLM 5.3 FlashX (max).

Detailed comparison

Metric	DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 high Release: 2026-04-24	GLM 5.3 FlashX GLM 5.3 FlashX max Release: 2026-09-21

Metric	DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 high Release: 2026-04-24	GLM 5.3 FlashX GLM 5.3 FlashX max Release: 2026-09-21
Score	8.1	7.9
Rank	#106	#117
Reliability	10.0	10.0
Consistency	7.8	8.0
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	65.2%	78.3%
Flaky tests	6	6
Total Runs	69	69
Cost per result	3.717	4.153
Total Cost	$0.149	$0.623
Input Price	$0.209 / 1M	$0.370 / 1M
Output Price	$0.418 / 1M	$1.250 / 1M
Cache Read Price	$0.018 / 1M	$0.090 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	287,061	322,894
Output Tokens	32,056	8,010
Reasoning Tokens	196,607	394,755
Response Time (avg)	91.29s	43.97s
Response Time (max)	416.76s	390.70s
Response Time (total)	2099.56s	1011.29s
Parameters	1.6T total (49B active)	320B total (18B active)
Availability	Open source	Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#106 DeepSeek V4 Pro 0423

high

Cost: $0.023
Time: 257.6s
Tokens: 14,870 tok

#117 GLM 5.3 FlashX

max

Cost: $0.046
Time: 251.3s
Tokens: 36,769 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

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	10.0	10.0	100.0%	0		64.54s	196,304	9,128	10,091
GLM 5.3 FlashX	6.1	3.1	66.7%	1		104.77s	221,683	1,709	25,322

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	5.7	5.9	58.3%	2		25.70s	536	149	3,214
GLM 5.3 FlashX	10.0	10.0	100.0%	0		2.65s	639	301	2,210

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	6.3	8.7	33.3%	0		243.00s	5,090	383	84,580
GLM 5.3 FlashX	8.2	7.2	88.9%	1		24.61s	7,317	463	36,503

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	10.0	10.0	100.0%	0		78.99s	66,082	4,582	25,404
GLM 5.3 FlashX	8.2	6.9	66.7%	1		45.23s	76,431	3,485	35,762

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	10.0	10.0	100.0%	0		25.03s	7,690	274	2,166
GLM 5.3 FlashX	10.0	10.0	100.0%	0		3.38s	7,149	223	2,262

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	3.6	7.2	22.2%	1		249.47s	578	16,870	58,188
GLM 5.3 FlashX	3.5	4.4	33.3%	2		224.00s	759	583	279,058

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	10.0	10.0	100.0%	0		8.83s	471	115	1,013
GLM 5.3 FlashX	10.0	10.0	100.0%	0		5.01s	498	209	1,290

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	7.8	6.6	83.3%	1		8.73s	627	66	2,726
GLM 5.3 FlashX	9.9	10.0	100.0%	0		2.23s	678	72	1,032

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	6.9	4.9	77.8%	2		56.85s	591	178	2,563
GLM 5.3 FlashX	8.2	7.7	77.8%	1		3.88s	672	456	2,848

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	9.8	10.0	100.0%	0		15.92s	8,909	295	701
GLM 5.3 FlashX	10.0	10.0	100.0%	0		9.39s	6,861	231	712

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
DeepSeek V4 Pro 0423	3.0	10.0	0.0%	0		34.01s	183	16	5,961
GLM 5.3 FlashX	3.0	10.0	0.0%	0		22.41s	207	278	7,756

Switch Comparison Pair

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