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GPT-6 Sol (medium) vs Grok 4.6 (high)

The average score is effectively tied at 9.4 vs 9.3. GPT-6 Sol (medium) has the lower benchmark cost at $0.448 vs $1.908. GPT-6 Sol (medium) is faster at 10.33s vs 84.15s, with pass rates of 93.9% vs 86.4%.

Last updated at: 2026-09-23

Compared models

Rank
#14
Total Output Tokens
29,115
Response Time (avg)
10.33s
Total Cost
$0.448
Rank
#19
Total Output Tokens
282,217
Response Time (avg)
84.15s
Total Cost
$1.908
Recommended model GPT-6 Sol (medium)

It has the best score here (9.4), while costing about 4.3x less than Grok 4.6 (high).

Detailed comparison

Metric GPT-6 Sol GPT-6 Sol medium Release: 2026-09-23 Grok 4.6 Grok 4.6 high Release: 2026-08-12
Score 9.4 9.3
Rank #14 #19
Reliability 10.0 10.0
Consistency 9.6 10.0
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 93.9% 86.4%
Flaky tests 1 0
Total Runs 66 66
Cost per result 2.240 10.042
Total Cost $0.448 $1.908
Input Price $2.000 / 1M $2.000 / 1M
Output Price $10.000 / 1M $6.000 / 1M
Total Input Tokens 78,376 107,275
Output Tokens 4,309 5,094
Reasoning Tokens 24,806 277,123
Response Time (avg) 10.33s 84.15s
Response Time (max) 82.74s 618.49s
Response Time (total) 227.17s 1851.26s
Parameters ~2T total (~150B 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.

#14 GPT-6 Sol

medium
Cost
$0.035
Time
36.9s
Tokens
3,493 tok

#19 SpaceXAI: Grok 4.6

high
Cost
$0.107
Time
265.1s
Tokens
18,001 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
GPT-6 Sol 8.2 7.2 88.9% 1 11.78s 7,302 392 2,532
Grok 4.6 10.0 10.0 100.0% 0 102.20s 9,579 379 51,829

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