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Ember-1 (max) vs Grok 4.7 (high)

The average score is effectively tied at 6.7 vs 6.7. Ember-1 (max) has the lower benchmark cost at $3.264 vs $3.582. Ember-1 (max) is faster at 97.34s vs 122.19s, with pass rates of 59.4% vs 72.5%.

Last updated at: 2026-10-01

Compared models

Rank
#181
Total Output Tokens
186,901
Response Time (avg)
97.34s
Total Cost
$3.264
Rank
#179
Total Output Tokens
487,184
Response Time (avg)
122.19s
Total Cost
$3.582
Recommended model Ember-1 (max)

It has the strongest score in this comparison (6.7) and the best overall balance of cost and response time across all 2 models.

Detailed comparison

Metric Ember-1 Ember-1 max Release: 2026-09-28 Grok 4.7 Grok 4.7 high Release: 2026-09-21
Score 6.7 6.7
Rank #181 #179
Reliability 8.3 9.6
Consistency 7.8 7.7
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 59.4% 72.5%
Flaky tests 6 7
Total Runs 69 69
Cost per result 29.671 23.360
Total Cost $3.264 $3.582
Input Price $3.000 / 1M $2.000 / 1M
Output Price $15.000 / 1M $6.000 / 1M
Total Input Tokens 153,399 329,276
Output Tokens 7,803 8,172
Reasoning Tokens 179,098 479,012
Response Time (avg) 97.34s 122.19s
Response Time (max) 587.08s 573.57s
Response Time (total) 2238.73s 2810.40s
Parameters ~2.8T total (~104B active) ~1.7T total (~170B active)
Availability Closed Closed

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

#179 SpaceXAI: Grok 4.7

high
Cost
$0.110
Time
301.3s
Tokens
23,143 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
Grok 4.7 6.0 4.6 66.7% 2 335.92s 10,266 353 199,976

Quick Compare

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