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

Last updated at: 2026-05-28

Metric Claude Opus 4.8 Claude Opus 4.8 medium Release: 2026-05-28 Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14
Score 8.7 8.1
Rank #12 #24
Reliability 10.0 10.0
Consistency 9.6 8.9
Tests Correct
Attempt pass rate 83.3% 75.0%
Flaky tests 1 3
Total Runs 60 60
Cost per result 6.285 1.166
Total Cost $1.006 $0.152
Input Price $5.000 / 1M $0.250 / 1M
Output Price $25.000 / 1M $2.000 / 1M
Output Tokens 23,201 3,224
Reasoning Tokens 5,901 67,040
Response Time (avg) 9.34s 36.67s
Response Time (max) 38.03s 168.71s
Response Time (total) 186.84s 733.46s

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 10.0 10.0 100.0% 0 3.95s 1,179 478
Seed-2.0-Lite 8.3 10.0 75.0% 0 17.99s 996 7,142
Coding 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 14.97s 6,651 1,381
Seed-2.0-Lite 7.0 9.7 50.0% 0 107.65s 452 20,524
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 9.8 10.0 100.0% 0 38.03s 5,260 1,588
Seed-2.0-Lite 10.0 10.0 100.0% 0 37.67s 506 4,299
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 7.1 5.6 83.3% 1 12.29s 481 312
Seed-2.0-Lite 10.0 10.0 100.0% 0 9.07s 246 1,742
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Opus 4.8 5.3 10.0 33.3% 0 14.15s 7,477 900
Seed-2.0-Lite 5.9 7.2 55.6% 1 88.74s 15 23,897
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 2.46s 237 0
Seed-2.0-Lite 6.7 3.6 66.7% 1 18.25s 304 1,620
Instructions following 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 3.32s 373 320
Seed-2.0-Lite 10.0 10.0 100.0% 0 7.26s 71 1,480
Puzzle Solving 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 3.95s 791 483
Seed-2.0-Lite 9.0 7.9 88.9% 1 10.23s 403 3,285
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 8.96s 301 225
Seed-2.0-Lite 10.0 10.0 100.0% 0 12.38s 222 1,011
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 6.14s 451 214
Seed-2.0-Lite 3.0 10.0 0.0% 0 48.32s 9 2,040

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