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Cobuddy vs ByteDance Seed: Seed-2.0-Lite

Last updated at: 2026-05-19

Metric Cobuddy Cobuddy medium Release: 2026-05-06 Free Available Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14
Score 5.8 6.0
Rank #102 #93
Reliability 9.9 10.0
Consistency 6.9 7.8
Tests Correct
Attempt pass rate 54.4% 52.6%
Flaky tests 7 5
Total Runs 57 57
Cost per result 0.000 0.202
Total Cost $0.000 $0.017
Input Price $0.000 / 1M $0.250 / 1M
Output Price $0.000 / 1M $2.000 / 1M
Output Tokens 1,648 3,140
Reasoning Tokens 96,062 0
Response Time (avg) 36.50s 2.50s
Response Time (max) 309.02s 6.70s
Response Time (total) 693.45s 47.42s

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
Cobuddy 8.7 7.9 91.7% 1 10.00s 98 4,666
Seed-2.0-Lite 3.0 5.9 16.7% 2 2.43s 709 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Cobuddy 4.3 1.1 66.7% 1 53.59s 343 9,678
Seed-2.0-Lite 10.0 10.0 100.0% 0 4.61s 380 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Cobuddy 3.0 10.0 0.0% 0 47.38s 465 7,265
Seed-2.0-Lite 3.0 10.0 0.0% 0 6.59s 498 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Cobuddy 6.3 5.8 66.7% 1 17.36s 275 5,591
Seed-2.0-Lite 10.0 10.0 100.0% 0 1.82s 246 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Cobuddy 2.9 4.4 22.2% 2 128.15s 10 49,454
Seed-2.0-Lite 3.6 7.2 22.2% 1 1.33s 17 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Cobuddy 4.2 9.9 0.0% 0 23.23s 76 3,782
Seed-2.0-Lite 10.0 10.0 100.0% 0 3.45s 294 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Cobuddy 9.8 10.0 100.0% 0 11.60s 64 2,842
Seed-2.0-Lite 10.0 10.0 100.0% 0 1.06s 73 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Cobuddy 3.5 4.4 33.3% 2 12.91s 175 5,627
Seed-2.0-Lite 5.2 4.4 55.6% 2 2.46s 620 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Cobuddy 10.0 10.0 100.0% 0 11.19s 133 294
Seed-2.0-Lite 10.0 10.0 100.0% 0 3.94s 292 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Cobuddy 3.0 10.0 0.0% 0 36.98s 9 6,863
Seed-2.0-Lite 3.0 10.0 0.0% 0 1.96s 11 0

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