Navigate
AI BENCHY
Your ad here

AI BENCHY Compare

ByteDance Seed: Seed-2.0-Mini vs Google: Gemini 3.1 Flash Lite Preview

Last updated at: 2026-04-20

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none Release: 2026-03-03
Score 7.5 7.9
Rank #39 #29
Consistency 9.2 9.6
Tests Correct
Attempt pass rate 66.7% 70.4%
Flaky tests 2 1
Total Runs 54 54
Cost per result 0.333 0.130
Total Cost $0.037 $0.016
Input Price $0.100 / 1M $0.250 / 1M
Output Price $0.400 / 1M $1.500 / 1M
Output Tokens 2,419 5,361
Reasoning Tokens 79,238 0
Response Time (avg) 69.70s 1.30s
Response Time (max) 262.83s 3.39s
Response Time (total) 1045.47s 23.42s

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
Seed-2.0-Mini 6.6 10.0 50.0% 0 74.75s 360 9,520
Gemini 3.1 Flash Lite Preview 7.5 8.4 66.7% 1 1.04s 1,092 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 197.31s 448 20,614
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 1.47s 640 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 262.83s 404 29,806
Gemini 3.1 Flash Lite Preview 3.0 10.0 0.0% 0 3.20s 339 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 24.27s 246 2,743
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 1.22s 399 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 3.0 10.0 0.0% 0 0ms 0 0
Gemini 3.1 Flash Lite Preview 5.3 10.0 33.3% 0 942ms 568 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 5.1 3.4 33.3% 1 36.65s 213 4,210
Gemini 3.1 Flash Lite Preview 4.0 10.0 0.0% 0 741ms 69 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 17.47s 69 2,050
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 1.13s 574 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 8.2 7.2 88.9% 1 25.85s 457 5,060
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 972ms 898 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 88.68s 222 5,235
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 3.39s 782 0

Quick Compare

Switch Comparison Pair