Navigate
AI BENCHY
AD
Track all your projects in one dashboard. Get 📊stats, 🔥heatmaps and 👀recordings in one self-hosted dashboard.
uxwizz.com

AI BENCHY Compare

ByteDance Seed: Seed-2.0-Lite vs DeepSeek: DeepSeek V4 Pro

Last updated at: 2026-04-24

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 DeepSeek V4 Pro DeepSeek V4 Pro none Release: 2026-04-24
Score 6.2 6.7
Rank #69 #59
Consistency 7.7 9.5
Tests Correct
Attempt pass rate 55.6% 51.9%
Flaky tests 5 1
Total Runs 54 26
Cost per result 0.200 0.317
Total Cost $0.016 $0.029
Input Price $0.250 / 1M $1.740 / 1M
Output Price $2.000 / 1M $3.480 / 1M
Output Tokens 3,129 1,596
Reasoning Tokens 0 0
Response Time (avg) 2.53s 24.23s
Response Time (max) 6.70s 109.46s
Response Time (total) 45.46s 436.17s

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 3.0 5.9 16.7% 2 2.43s 709 0
DeepSeek V4 Pro 4.8 10.0 25.0% 0 36.12s 221 0
Coding 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 4.61s 380 0
DeepSeek V4 Pro 10.0 10.0 100.0% 0 33.40s 246 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.0 10.0 0.0% 0 6.59s 498 0
DeepSeek V4 Pro 9.5 10.0 100.0% 0 34.55s 826 0
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 1.82s 246 0
DeepSeek V4 Pro 10.0 10.0 100.0% 0 54.04s 65 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.6 7.2 22.2% 1 1.33s 17 0
DeepSeek V4 Pro 5.3 10.0 33.3% 0 3.74s 6 0
General Intelligence 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 3.45s 294 0
DeepSeek V4 Pro 4.5 10.0 0.0% 0 6.06s 45 0
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 1.06s 73 0
DeepSeek V4 Pro 6.5 10.0 50.0% 0 3.57s 22 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.2 4.4 55.6% 2 2.46s 620 0
DeepSeek V4 Pro 6.0 7.1 44.4% 1 28.25s 92 0
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 3.94s 292 0
DeepSeek V4 Pro 10.0 10.0 100.0% 0 6.47s 73 0

Quick Compare

Switch Comparison Pair