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DeepSeek: DeepSeek V3.2 vs DeepSeek: DeepSeek V4 Pro

Last updated at: 2026-05-22

Metric DeepSeek V3.2 DeepSeek V3.2 medium Release: 2025-12-01 DeepSeek V4 Pro DeepSeek V4 Pro high Release: 2026-04-24
Score 7.0 6.6
Rank #71 #80
Reliability 9.1 9.0
Consistency 7.6 8.3
Tests Correct
Attempt pass rate 69.2% 66.7%
Flaky tests 6 4
Total Runs 60 60
Cost per result 0.334 1.927
Total Cost $0.037 $0.212
Input Price $0.252 / 1M $0.435 / 1M
Output Price $0.378 / 1M $0.870 / 1M
Output Tokens 7,049 12,211
Reasoning Tokens 68,203 53,774
Response Time (avg) 53.21s 58.93s
Response Time (max) 189.03s 358.35s
Response Time (total) 1064.26s 1119.75s

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Score vs Total Cost

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Score vs Response Time (avg)

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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 9.2 10.0 100.0% 0 24.23s 3,247 6,953
DeepSeek V4 Pro 7.4 10.0 75.0% 0 16.53s 71 3,617
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.9 5.8 33.3% 1 184.97s 640 21,230
DeepSeek V4 Pro 2.8 5.0 25.0% 1 51.77s 105 2,641
Combined 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 93.11s 571 6,296
DeepSeek V4 Pro 10.0 10.0 100.0% 0 65.02s 465 5,914
Data parsing and extraction 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 36.09s 207 7,693
DeepSeek V4 Pro 8.8 10.0 100.0% 0 23.62s 229 1,710
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 2.9 4.4 22.2% 2 24.27s 21 6,838
DeepSeek V4 Pro 3.0 6.9 16.7% 1 205.66s 10,529 28,089
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.8 2.5 50.0% 1 58.29s 49 2,189
DeepSeek V4 Pro 6.1 3.1 66.7% 1 25.09s 76 1,152
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 35.78s 1,397 2,845
DeepSeek V4 Pro 10.0 10.0 100.0% 0 41.16s 205 2,416
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 6.7 5.0 66.7% 2 36.87s 390 6,281
DeepSeek V4 Pro 7.4 7.2 88.9% 1 34.92s 106 3,835
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 34.81s 507 859
DeepSeek V4 Pro 10.0 10.0 100.0% 0 21.33s 372 593
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.0 10.0 0.0% 0 83.99s 20 7,019
DeepSeek V4 Pro 3.0 10.0 0.0% 0 39.14s 53 3,807

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