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

Last updated at: 2026-04-16

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 9.2 8.6
Rank #3 #6
Consistency 10.0 8.8
Tests Correct
Attempt pass rate 88.9% 83.3%
Flaky tests 0 3
Total Runs 54 54
Cost per result 2.790 0.926
Total Cost $0.447 $0.121
Input Price $5.000 / 1M $0.250 / 1M
Output Price $25.000 / 1M $2.000 / 1M
Output Tokens 5,375 3,257
Reasoning Tokens 1,341 52,042
Response Time (avg) 3.53s 30.37s
Response Time (max) 21.45s 168.71s
Response Time (total) 60.03s 546.72s

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 4.7 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 6.41s 1,141 257
Seed-2.0-Lite 10.0 10.0 100.0% 0 74.49s 436 7,319
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 2.51s 399 0
Seed-2.0-Lite 9.0 7.9 88.9% 1 11.03s 461 3,532
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

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