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Anthropic: Claude Opus 4.7 vs ByteDance Seed: Seed-2.0-Lite

Last updated at: 2026-05-29

Metric Claude Opus 4.7 Claude Opus 4.7 medium Release: 2026-04-16 Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14
Score 8.9 8.1
Rank #7 #24
Reliability 10.0 10.0
Consistency 10.0 8.9
Tests Correct
Attempt pass rate 85.0% 75.0%
Flaky tests 0 3
Total Runs 60 60
Cost per result 3.670 1.166
Total Cost $0.624 $0.152
Input Price $5.000 / 1M $0.250 / 1M
Output Price $25.000 / 1M $2.000 / 1M
Output Tokens 10,439 3,224
Reasoning Tokens 2,198 67,040
Response Time (avg) 4.48s 36.67s
Response Time (max) 23.18s 168.71s
Response Time (total) 85.21s 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 4.7 8.3 10.0 75.0% 0 1.85s 348 0
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 4.7 10.0 10.0 100.0% 0 14.79s 6,210 1,114
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 4.7 10.0 10.0 100.0% 0 21.45s 2,369 1,084
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 4.7 10.0 10.0 100.0% 0 2.37s 324 0
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 4.7 7.7 10.0 66.7% 0 1.17s 51 0
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 4.7 10.0 10.0 100.0% 0 2.87s 256 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 4.7 10.0 10.0 100.0% 0 1.57s 114 0
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 4.7 10.0 10.0 100.0% 0 2.43s 370 0
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 4.7 10.0 10.0 100.0% 0 4.17s 373 0
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 4.7 3.0 10.0 0.0% 0 2.25s 24 0
Seed-2.0-Lite 3.0 10.0 0.0% 0 48.32s 9 2,040

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