Navigate
AI BENCHY
Your ad here

AI BENCHY Compare

DeepSeek: DeepSeek V3.2 vs OpenAI: GPT-5.4

Last updated at: 2026-04-16

Metric DeepSeek V3.2 DeepSeek V3.2 none Release: 2025-12-01 GPT-5.4 GPT-5.4 none Release: 2026-03-05
Score 6.1 5.9
Rank #63 #65
Consistency 8.1 9.1
Tests Correct
Attempt pass rate 50.0% 42.6%
Flaky tests 4 2
Total Runs 54 54
Cost per result 0.226 1.477
Total Cost $0.016 $0.104
Input Price $0.260 / 1M $2.500 / 1M
Output Price $0.380 / 1M $15.000 / 1M
Output Tokens 8,384 2,317
Reasoning Tokens 0 0
Response Time (avg) 12.09s 1.51s
Response Time (max) 115.89s 2.95s
Response Time (total) 217.56s 27.21s

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
DeepSeek V3.2 3.2 9.8 0.0% 0 7.63s 1,419 0
GPT-5.4 3.2 8.0 8.3% 1 1.21s 406 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 2.4 1.3 33.3% 1 7.63s 553 0
GPT-5.4 10.0 10.0 100.0% 0 2.95s 480 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 6.5 10.0 0.0% 0 115.89s 2,887 0
GPT-5.4 3.0 10.0 0.0% 0 2.89s 291 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 6.3 5.8 66.7% 1 9.42s 1,710 0
GPT-5.4 10.0 10.0 100.0% 0 1.04s 222 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.6 7.2 22.2% 1 1.61s 24 0
GPT-5.4 5.3 7.2 44.4% 1 1.07s 50 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 2.86s 67 0
GPT-5.4 4.4 9.9 0.0% 0 1.78s 184 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 1.52s 66 0
GPT-5.4 6.5 10.0 50.0% 0 1.07s 81 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 8.5 7.5 88.9% 1 7.37s 1,136 0
GPT-5.4 5.6 9.8 33.3% 0 1.52s 357 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 11.85s 522 0
GPT-5.4 10.0 10.0 100.0% 0 2.75s 246 0

Quick Compare

Switch Comparison Pair