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Claude Opus 5 (medium) vs Seed 2.1 Turbo (low)

Claude Opus 5 (medium) leads on average score with 9.2 vs 9.1. Claude Opus 5 (medium) has the lower benchmark cost at $1.486 vs $1.631. Claude Opus 5 (medium) is faster at 9.38s vs 168.41s, with pass rates of 83.3% vs 83.3%.

Last updated at: 2026-08-12

Rank
#12
Total Output Tokens
32,603
Response Time (avg)
9.38s
Total Cost
$1.486
Rank
#15
Total Output Tokens
631,257
Response Time (avg)
168.41s
Total Cost
$1.631
Recommended model Claude Opus 5 (medium)

It has the best score here (9.2), while responding about 18.0x faster than Seed 2.1 Turbo (low).

Detailed comparison

Metric Claude Opus 5 Claude Opus 5 medium Release: 2026-07-25 Seed 2.1 Turbo Seed 2.1 Turbo low Release: 2026-08-12
Score 9.2 9.1
Rank #12 #15
Reliability 10.0 9.9
Consistency 9.6 8.9
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 83.3% 83.3%
Flaky tests 1 3
Total Runs 66 66
Cost per result 8.253 9.591
Total Cost $1.486 $1.631
Input Price $5.000 / 1M $0.500 / 1M
Output Price $25.000 / 1M $2.500 / 1M
Total Input Tokens 135,607 104,483
Output Tokens 25,673 6,848
Reasoning Tokens 6,930 624,409
Response Time (avg) 9.38s 168.41s
Response Time (max) 35.05s 739.98s
Response Time (total) 206.26s 3705.09s
Parameters ~5T total (~500B active) ~200B total (~20B active)
Availability Closed Closed

Model generation showcase

Hamster playing table tennis

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

#12 Claude Opus 5

medium
Cost
$0.125
Time
69.3s
Tokens
5,134 tok

#15 Seed 2.1 Turbo

low
Cost
$0.049
Time
298.8s
Tokens
19,730 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
Claude Opus 5 10.0 10.0 100.0% 0 9.56s 10,590 5,224 1,162
Seed 2.1 Turbo 10.0 10.0 100.0% 0 360.85s 8,220 385 207,368

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