Ember-1 (max) vs GLM 5.3 Flash (low)

Compared models

Rank: #254
Total Output Tokens: 186,901
Response Time (avg): 97.34s
Total Cost: $3.264

Rank: #258
Total Output Tokens: 27,168
Response Time (avg): 11.82s
Total Cost: $0.038

Recommended model GLM 5.3 Flash (low)

It has the best score here (6.6), while costing about 87.9x less than Ember-1 (max).

Detailed comparison

Metric	Ember-1 Ember-1 max Release: 2026-09-28	GLM 5.3 Flash GLM 5.3 Flash low Release: 2026-08-26

Metric	Ember-1 Ember-1 max Release: 2026-09-28	GLM 5.3 Flash GLM 5.3 Flash low Release: 2026-08-26
Score	6.7	6.6
Rank	#254	#258
Reliability	8.3	10.0
Consistency	7.8	8.5
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	59.4%	58.0%
Flaky tests	6	4
Total Runs	69	69
Cost per result	29.671	0.338
Total Cost	$3.264	$0.038
Input Price	$3.000 / 1M	$0.150 / 1M
Output Price	$15.000 / 1M	$0.500 / 1M
Cache Read Price	$0.300 / 1M	$0.030 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	153,399	255,173
Output Tokens	7,803	9,891
Reasoning Tokens	179,098	17,277
Response Time (avg)	97.34s	11.82s
Response Time (max)	587.08s	90.45s
Response Time (total)	2238.73s	271.92s
Parameters	~2.8T total (~104B active)	320B total (18B active)
Availability	Closed	Open source

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.

#254 Ember-1

max

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

#258 GLM 5.3 Flash

low

Cost: $0.001
Time: 20.7s
Tokens: 1,482 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 5.3 Flash	10.0	10.0	100.0%	0		59.70s	137,622	692	2,740

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 5.3 Flash	8.7	7.9	91.7%	1		2.14s	639	279	279

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 5.3 Flash	5.4	7.2	44.4%	1		10.38s	7,317	398	3,973

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 5.3 Flash	3.8	5.8	33.3%	1		54.70s	92,771	7,434	6,825

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 5.3 Flash	6.5	10.0	50.0%	0		2.39s	7,149	295	143

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 5.3 Flash	3.6	7.2	22.2%	1		7.93s	759	36	2,503

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 5.3 Flash	5.0	10.0	0.0%	0		1.68s	498	124	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 5.3 Flash	10.0	10.0	100.0%	0		1.65s	678	72	107

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 5.3 Flash	7.8	9.6	66.7%	0		2.67s	672	289	369

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 5.3 Flash	10.0	10.0	100.0%	0		17.00s	6,861	231	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 5.3 Flash	3.0	10.0	0.0%	0		4.54s	207	41	338

Switch Comparison Pair

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