Navigate
AI BENCHY
Your ad here

AI BENCHY Compare

ByteDance Seed: Seed-2.0-Lite vs Google: Gemini 2.5 Flash

Last updated at: 2026-03-15

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Gemini 2.5 Flash Gemini 2.5 Flash medium Release: 2025-06-17
Rank #3 #15
Score 8.8 8.0
Consistency 8.7 9.5
Cost per result 0.870 2.619
Total Cost $0.105 $0.288
Tests Correct
Attempt pass rate 87.5% 72.9%
Flaky tests 3 1
Total Runs 48 48
Output Tokens 2,815 1,370
Reasoning Tokens 44,618 110,522
Response Time (avg) 29.39s 12.35s
Response Time (max) 168.71s 95.48s
Response Time (total) 470.29s 197.62s

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
Seed-2.0-Lite 10.0 10.0 100.0% 0 23.34s 990 7,037
Gemini 2.5 Flash 7.8 10.0 66.7% 0 6.98s 249 8,832
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 37.67s 506 4,299
Gemini 2.5 Flash 10.0 10.0 100.0% 0 28.44s 303 11,922
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 9.07s 246 1,742
Gemini 2.5 Flash 10.0 10.0 100.0% 0 4.06s 279 2,325
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.9 7.2 55.6% 1 88.74s 15 23,897
Gemini 2.5 Flash 5.9 7.2 55.6% 1 37.34s 18 80,702
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 6.7 3.6 66.7% 1 18.25s 304 1,620
Gemini 2.5 Flash 4.8 10.0 0.0% 0 4.86s 92 1,899
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 7.26s 71 1,480
Gemini 2.5 Flash 9.8 10.0 100.0% 0 2.62s 69 1,203
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 9.0 7.9 88.9% 1 11.03s 461 3,532
Gemini 2.5 Flash 7.7 10.0 66.7% 0 3.94s 126 2,499
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 12.38s 222 1,011
Gemini 2.5 Flash 10.0 10.0 100.0% 0 6.20s 234 1,140

Quick Compare

Switch Comparison Pair