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Anthropic: Claude Sonnet 4.6 vs ByteDance Seed: Seed-2.0-Mini

Summary

Seed-2.0-Mini (medium) leads on average score with 7.4 vs 7.3. Seed-2.0-Mini (medium) has the lower benchmark cost at $0.044 vs $0.316. Claude Sonnet 4.6 is faster at 5.04s vs 80.22s, with pass rates of 55.6% vs 57.1%.

Recommended modelClaude Sonnet 4.6Its score stays close to the best score here (7.3 vs 7.4), while responding about 15.9x faster than Seed-2.0-Mini (medium).

Last updated at: 2026-07-14

Metric Claude Sonnet 4.6 Claude Sonnet 4.6 none Release: 2026-02-17 Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14
Score 7.3 7.4
Rank #71 #66
Reliability 10.0 6.7
Consistency 9.7 9.3
Tests Correct
Attempt pass rate 55.6% 57.1%
Flaky tests 1 2
Total Runs 63 63
Cost per result 2.870 0.397
Total Cost $0.316 $0.044
Input Price $3.000 / 1M $0.100 / 1M
Output Price $15.000 / 1M $0.400 / 1M
Total Input Tokens 57,886 41,904
Output Tokens 9,465 2,555
Reasoning Tokens 0 95,974
Response Time (avg) 5.04s 80.22s
Response Time (max) 23.84s 262.83s
Response Time (total) 70.60s 1363.72s

Generation showcase

Hamster playing table tennis

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

#71 Claude Sonnet 4.6

none
Cost
$0.038
Time
27.3s
Tokens
2,598 tok

#66 Seed-2.0-Mini

medium
Cost
$0.002
Time
161.7s
Tokens
4,379 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 Sonnet 4.6 5.5 10.0 33.3% 0 5.19s 8,522 2,127 0
Seed-2.0-Mini 5.5 9.8 33.3% 0 220.48s 3,823 464 34,964

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