Navigate
AI BENCHY
Advertise here

AI BENCHY Compare

DeepSeek: DeepSeek V3.2 vs Tencent: Hy3 preview

Last updated at: 2026-05-22

Metric DeepSeek V3.2 DeepSeek V3.2 none Release: 2025-12-01 Hy3 preview Hy3 preview high Release: 2026-04-22
Score 5.6 8.0
Rank #114 #22
Reliability 10.0 10.0
Consistency 8.0 9.5
Tests Correct
Attempt pass rate 46.7% 77.1%
Flaky tests 5 1
Total Runs 60 60
Cost per result 0.254 0.000
Total Cost $0.018 $0.000
Input Price $0.252 / 1M $0.066 / 1M
Output Price $0.378 / 1M $0.260 / 1M
Output Tokens 11,163 216,503
Reasoning Tokens 0 0
Response Time (avg) 14.46s 56.77s
Response Time (max) 115.89s 149.94s
Response Time (total) 289.21s 851.49s

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 3.3 8.2 12.5% 1 9.35s 1,073 0
Hy3 preview 8.9 10.0 100.0% 0 15.12s 6,839 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.1 5.4 16.7% 1 20.87s 4,522 0
Hy3 preview 10.0 10.0 100.0% 0 99.76s 38,167 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
Hy3 preview 10.0 10.0 100.0% 0 113.09s 31,319 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
Hy3 preview 6.5 10.0 50.0% 0 12.11s 4,323 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.0 6.9 16.7% 1 4.17s 21 0
Hy3 preview 5.3 7.2 44.4% 1 109.04s 87,559 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 7.6 10.0 100.0% 0 9.32s 43 0
Hy3 preview 0.0 0.0 0.0% 0 0ms 0 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
Hy3 preview 9.9 10.0 100.0% 0 34.02s 13,331 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 7.5 7.7 88.9% 1 7.13s 302 0
Hy3 preview 10.0 10.0 100.0% 0 29.74s 15,503 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
Hy3 preview 10.0 10.0 100.0% 0 78.83s 10,370 0
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 17.23s 17 0
Hy3 preview 3.0 10.0 0.0% 0 47.71s 9,092 0

Quick Compare

Switch Comparison Pair