Navigate
AI BENCHY
Advertise here

AI BENCHY Compare

Anthropic: Claude Opus 4.8 vs ByteDance Seed: Seed-2.0-Mini

Last updated at: 2026-05-29

Metric Claude Opus 4.8 Claude Opus 4.8 none Release: 2026-05-28 Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14
Score 7.3 7.1
Rank #65 #75
Reliability 10.0 10.0
Consistency 9.2 9.2
Tests Correct
Attempt pass rate 65.0% 60.0%
Flaky tests 2 2
Total Runs 60 60
Cost per result 4.324 0.397
Total Cost $0.519 $0.044
Input Price $5.000 / 1M $0.100 / 1M
Output Price $25.000 / 1M $0.400 / 1M
Output Tokens 8,098 2,555
Reasoning Tokens 0 95,974
Response Time (avg) 3.51s 80.22s
Response Time (max) 17.73s 262.83s
Response Time (total) 70.19s 1363.72s

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

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 6.5 10.0 50.0% 0 3.40s 1,472 0
Seed-2.0-Mini 6.6 10.0 50.0% 0 74.75s 360 9,520
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 6.8 10.0 50.0% 0 3.59s 1,323 0
Seed-2.0-Mini 7.1 9.8 50.0% 0 220.48s 464 34,964
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 9.5 10.0 100.0% 0 17.73s 3,259 0
Seed-2.0-Mini 10.0 10.0 100.0% 0 262.83s 404 29,806
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 7.3 5.8 83.3% 1 1.77s 308 0
Seed-2.0-Mini 10.0 10.0 100.0% 0 24.27s 246 2,743
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 5.3 7.2 44.4% 1 1.66s 61 0
Seed-2.0-Mini 3.0 10.0 0.0% 0 0ms 0 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 10.0 10.0 100.0% 0 3.48s 230 0
Seed-2.0-Mini 5.1 3.4 33.3% 1 36.65s 213 4,210
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 9.9 10.0 100.0% 0 1.37s 95 0
Seed-2.0-Mini 10.0 10.0 100.0% 0 17.47s 69 2,050
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 7.7 10.0 66.7% 0 2.74s 783 0
Seed-2.0-Mini 8.2 7.2 88.9% 1 31.79s 527 5,667
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 10.0 10.0 100.0% 0 5.35s 355 0
Seed-2.0-Mini 10.0 10.0 100.0% 0 88.68s 222 5,235
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 3.0 10.0 0.0% 0 3.41s 212 0
Seed-2.0-Mini 3.0 10.0 0.0% 0 56.76s 50 1,779

Quick Compare

Switch Comparison Pair