Grok 4.6 (medium) vs GLM 5.3 (high)

Compared models

Rank: #107
Total Output Tokens: 266,197
Response Time (avg): 74.77s
Total Cost: $2.270

Rank: #105
Total Output Tokens: 68,482
Response Time (avg): 28.38s
Total Cost: $0.610

Recommended model GLM 5.3 (high)

It has the best score here (7.8), while costing about 3.7x less than Grok 4.6 (medium).

Detailed comparison

Metric	Grok 4.6 Grok 4.6 medium Release: 2026-08-12	GLM 5.3 GLM 5.3 high Release: 2026-08-20

Metric	Grok 4.6 Grok 4.6 medium Release: 2026-08-12	GLM 5.3 GLM 5.3 high Release: 2026-08-20
Score	7.8	7.8
Rank	#107	#105
Reliability	10.0	10.0
Consistency	8.7	7.6
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	78.3%	75.4%
Flaky tests	4	7
Total Runs	69	69
Cost per result	14.187	4.351
Total Cost	$2.270	$0.610
Input Price	$2.000 / 1M	$1.400 / 1M
Output Price	$6.000 / 1M	$4.400 / 1M
Total Input Tokens	336,351	219,811
Output Tokens	6,180	8,811
Reasoning Tokens	260,017	59,671
Response Time (avg)	74.77s	28.38s
Response Time (max)	514.35s	159.91s
Response Time (total)	1719.73s	652.78s
Parameters	~1.7T total (~170B active)	744B total (40B active)
Availability	Closed	Closed

Model generation showcase

Hamster playing table tennis

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

#107 SpaceXAI: Grok 4.6

medium

Cost: $0.028
Time: 72.1s
Tokens: 4,771 tok

#105 GLM 5.3

high

Cost: $0.085
Time: 362.5s
Tokens: 19,310 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
Grok 4.6	5.0	10.0	0.0%	0		103.61s	229,564	1,369	15,020
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
Grok 4.6	10.0	10.0	100.0%	0		10.84s	2,991	78	6,335
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
Grok 4.6	8.2	7.2	88.9%	1		120.05s	9,579	351	64,226
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
Grok 4.6	10.0	10.0	100.0%	0		62.66s	68,060	3,687	21,366
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
Grok 4.6	10.0	10.0	100.0%	0		11.46s	8,937	225	4,400
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
Grok 4.6	5.3	7.2	44.4%	1		304.33s	2,523	15	127,702
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
Grok 4.6	4.1	2.7	33.3%	1		17.27s	1,077	47	2,052
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
Grok 4.6	9.8	10.0	100.0%	0		12.75s	1,857	57	4,500
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
Grok 4.6	8.7	7.7	88.9%	1		16.30s	2,430	123	5,799
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
Grok 4.6	10.0	10.0	100.0%	0		12.83s	8,544	216	1,068
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
Grok 4.6	3.0	10.0	0.0%	0		46.88s	789	12	7,549
GLM 5.3	3.0	10.0	0.0%	0		21.98s	207	85	2,043

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