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Seed 2.1 Turbo (medium) vs GPT-6 Sol (low)

The average score is effectively tied at 8.4 vs 8.4. GPT-6 Sol (low) has the lower benchmark cost at $0.273 vs $1.951. GPT-6 Sol (low) is faster at 6.92s vs 193.59s, with pass rates of 78.8% vs 86.4%.

Last updated at: 2026-09-23

Compared models

Rank
#67
Total Output Tokens
759,191
Response Time (avg)
193.59s
Total Cost
$1.951
Rank
#68
Total Output Tokens
11,677
Response Time (avg)
6.92s
Total Cost
$0.273
Recommended model GPT-6 Sol (low)

It has the best score here (8.4), while costing about 7.2x less than Seed 2.1 Turbo (medium).

Detailed comparison

Metric Seed 2.1 Turbo Seed 2.1 Turbo medium Release: 2026-08-12 GPT-6 Sol GPT-6 Sol low Release: 2026-09-23
Score 8.4 8.4
Rank #67 #68
Reliability 10.0 10.0
Consistency 8.2 8.5
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 78.8% 86.4%
Flaky tests 5 4
Total Runs 66 66
Cost per result 13.002 1.604
Total Cost $1.951 $0.273
Input Price $0.500 / 1M $2.000 / 1M
Output Price $2.500 / 1M $10.000 / 1M
Total Input Tokens 104,433 77,882
Output Tokens 6,511 4,047
Reasoning Tokens 752,680 7,630
Response Time (avg) 193.59s 6.92s
Response Time (max) 885.33s 17.91s
Response Time (total) 4258.98s 152.17s
Parameters ~200B total (~20B active) ~2T total (~150B active)
Availability Closed Closed

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#67 Seed 2.1 Turbo

medium
Cost
$0.099
Time
583.9s
Tokens
39,514 tok

#68 GPT-6 Sol

low
Cost
$0.018
Time
17.4s
Tokens
1,850 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
Seed 2.1 Turbo 8.2 7.2 88.9% 1 354.87s 8,220 384 205,892
GPT-6 Sol 6.2 4.8 66.7% 2 8.74s 7,302 405 1,296

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