Ember-1 (max) vs GLM 5.2

Compared models

Rank: #181
Total Output Tokens: 186,901
Response Time (avg): 97.34s
Total Cost: $3.264

Rank: #186
Total Output Tokens: 17,685
Response Time (avg): 11.27s
Total Cost: $0.152

Recommended model GLM 5.2

It has the best score here (6.6), while costing about 21.6x less than Ember-1 (max).

Detailed comparison

Metric	Ember-1 Ember-1 max Release: 2026-09-28	GLM 5.2 GLM 5.2 none Release: 2026-06-17

Metric	Ember-1 Ember-1 max Release: 2026-09-28	GLM 5.2 GLM 5.2 none Release: 2026-06-17
Score	6.7	6.6
Rank	#181	#186
Reliability	8.3	10.0
Consistency	7.8	9.0
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	59.4%	63.8%
Flaky tests	6	3
Total Runs	69	69
Cost per result	29.671	1.753
Total Cost	$3.264	$0.152
Input Price	$3.000 / 1M	$0.325 / 1M
Output Price	$15.000 / 1M	$3.990 / 1M
Total Input Tokens	153,399	247,919
Output Tokens	7,803	17,685
Reasoning Tokens	179,098	0
Response Time (avg)	97.34s	11.27s
Response Time (max)	587.08s	79.65s
Response Time (total)	2238.73s	259.32s
Parameters	~2.8T total (~104B active)	744B total (40B active)
Availability	Closed	Open source

Model generation showcase

Hamster playing table tennis

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

#181 Ember-1

max

Cost: $0.163
Time: 229.4s
Tokens: 11,002 tok

#186 GLM 5.2

none

Cost: $0.033
Time: 87.7s
Tokens: 7,455 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
Ember-1	10.0	10.0	100.0%	0		62.53s	126,950	3,620	2,475
GLM 5.2	6.1	3.1	66.7%	1		46.94s	135,461	3,341	0

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	8.7	7.9	91.7%	1		23.74s	1,533	613	1,394
GLM 5.2	8.3	10.0	75.0%	0		3.70s	567	313	0

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	5.2	4.4	55.6%	2		105.09s	3,362	1,149	27,957
GLM 5.2	3.7	9.5	0.0%	0		7.55s	7,263	1,958	0

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	6.5	10.0	50.0%	0		64.37s	12,819	775	4,538
GLM 5.2	6.9	5.9	66.7%	1		50.17s	88,074	11,016	0

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	6.4	5.9	66.7%	1		39.79s	4,285	185	1,182
GLM 5.2	10.0	10.0	100.0%	0		7.17s	7,113	204	0

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	3.6	7.2	22.2%	1		471.21s	1,015	84	136,143
GLM 5.2	7.7	10.0	66.7%	0		6.35s	705	27	0

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	10.0	10.0	100.0%	0		7.04s	741	193	716
GLM 5.2	6.1	3.1	66.7%	1		4.42s	480	82	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	6.2	5.8	66.7%	1		32.97s	777	132	574
GLM 5.2	9.8	10.0	100.0%	0		3.84s	642	66	0

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	7.7	10.0	66.7%	0		6.57s	1,443	681	1,368
GLM 5.2	7.7	10.0	66.7%	0		3.31s	618	265	0

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	3.0	10.0	0.0%	0		26.36s	0	0	0
GLM 5.2	10.0	10.0	100.0%	0		15.76s	6,807	400	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Ember-1	3.0	10.0	0.0%	0		24.95s	474	371	2,751
GLM 5.2	3.0	10.0	0.0%	0		3.41s	189	13	0

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