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Muse Ember (max) vs GPT-6.1 Terra (low)

GPT-6.1 Terra (low) leads on average score with 9.3 vs 8.6. GPT-6.1 Terra (low) has the lower benchmark cost at $0.221 vs $0.346. GPT-6.1 Terra (low) is faster at 6.05s vs 19.05s, with pass rates of 72.5% vs 85.5%.

Last updated at: 2026-11-10

Compared models

Rank
#87
Total Output Tokens
637,819
Response Time (avg)
19.05s
Total Cost
$0.346
Rank
#34
Total Output Tokens
12,656
Response Time (avg)
6.05s
Total Cost
$0.221
Recommended model GPT-6.1 Terra (low)

It has the best score here (9.3), while costing about 1.6x less than Muse Ember (max).

Detailed comparison

Metric Muse Ember Muse Ember max Release: 2026-11-09 GPT-6.1 Terra GPT-6.1 Terra low Release: 2026-10-26
Score 8.6 9.3
Rank #87 #34
Reliability 10.0 10.0
Consistency 8.9 9.7
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 72.5% 85.5%
Flaky tests 3 1
Total Runs 69 69
Cost per result 2.304 1.162
Total Cost $0.346 $0.221
Input Price $0.100 / 1M $1.000 / 1M
Output Price $0.500 / 1M $5.000 / 1M
Cache Read Price $0.004 / 1M $0.050 / 1M
Cache Write Price $0.125 / 1M $1.250 / 1M
Total Input Tokens 265,489 157,463
Output Tokens 12,179 4,879
Reasoning Tokens 625,640 7,777
Response Time (avg) 19.05s 6.05s
Response Time (max) 79.28s 43.50s
Response Time (total) 438.15s 139.21s
Parameters ~150B total (~10B active) ~1T total (~60B 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.

#87 Muse Ember

max
Cost
$0.008
Time
23.3s
Tokens
14,138 tok

#34 GPT-6.1 Terra

low
Cost
$0.011
Time
24.9s
Tokens
2,238 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
Muse Ember 10.0 10.0 100.0% 0 12.46s 7,410 1,595 49,511
GPT-6.1 Terra 10.0 10.0 100.0% 0 3.51s 7,302 393 938

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