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Ember-1 (max) vs Gemini 3.7 Flash (low)

Gemini 3.7 Flash (low) leads on average score with 9.4 vs 6.7. Gemini 3.7 Flash (low) has the lower benchmark cost at $0.183 vs $3.264. Gemini 3.7 Flash (low) is faster at 6.24s vs 97.34s, with pass rates of 59.4% vs 95.7%.

Last updated at: 2026-11-10

Compared models

Rank
#242
Total Output Tokens
186,901
Response Time (avg)
97.34s
Total Cost
$3.264
Rank
#30
Total Output Tokens
38,453
Response Time (avg)
6.24s
Total Cost
$0.183
Recommended model Gemini 3.7 Flash (low)

It has the best score here (9.4), while costing about 17.9x less than Ember-1 (max).

Detailed comparison

Metric Ember-1 Ember-1 max Release: 2026-09-28 Gemini 3.7 Flash Gemini 3.7 Flash low Release: 2026-08-14
Score 6.7 9.4
Rank #242 #30
Reliability 8.3 10.0
Consistency 7.8 9.3
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 59.4% 95.7%
Flaky tests 6 2
Total Runs 69 69
Cost per result 29.671 0.868
Total Cost $3.264 $0.183
Input Price $3.000 / 1M $0.750 / 1M
Output Price $15.000 / 1M $3.750 / 1M
Cache Read Price $0.300 / 1M $0.075 / 1M
Cache Write Price N/A $0.042 / 1M
Total Input Tokens 153,399 188,519
Output Tokens 7,803 7,694
Reasoning Tokens 179,098 30,759
Response Time (avg) 97.34s 6.24s
Response Time (max) 587.08s 58.75s
Response Time (total) 2238.73s 143.56s
Parameters ~2.8T total (~104B active) ~500B total (~20B active)
Availability Closed 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.

#242 Ember-1

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

#30 Gemini 3.7 Flash

low
Cost
$0.010
Time
23.5s
Tokens
5,210 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

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
Gemini 3.7 Flash 7.6 7.2 77.8% 1 6.20s 8,118 461 11,508

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