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DeepSeek: DeepSeek V3.2 vs inclusionAI: Ring-2.6-1T

Last updated at: 2026-05-22

Metric DeepSeek V3.2 DeepSeek V3.2 none Release: 2025-12-01 Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10
Score 5.6 7.2
Rank #114 #61
Reliability 10.0 9.9
Consistency 8.0 8.7
Tests Correct
Attempt pass rate 46.7% 66.7%
Flaky tests 5 3
Total Runs 60 60
Cost per result 0.254 0.000
Total Cost $0.018 $0.000
Input Price $0.252 / 1M $0.075 / 1M
Output Price $0.378 / 1M $0.625 / 1M
Output Tokens 11,163 21,752
Reasoning Tokens 0 42,754
Response Time (avg) 14.46s 61.29s
Response Time (max) 115.89s 304.19s
Response Time (total) 289.21s 1164.50s

Top Models by Score

Score vs Total Cost

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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
Ring-2.6-1T 10.0 10.0 100.0% 0 42.21s 3,833 4,891
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
Ring-2.6-1T 10.0 10.0 100.0% 0 59.65s 1,369 3,985
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
Ring-2.6-1T 10.0 10.0 100.0% 0 304.19s 324 6,088
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
Ring-2.6-1T 6.5 10.0 50.0% 0 37.36s 840 1,937
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
Ring-2.6-1T 3.5 4.4 33.3% 2 64.92s 9,744 15,013
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
Ring-2.6-1T 4.1 10.0 0.0% 0 58.26s 150 583
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
Ring-2.6-1T 9.8 10.0 100.0% 0 11.78s 266 1,831
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
Ring-2.6-1T 5.9 7.2 55.6% 1 20.73s 697 2,479
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
Ring-2.6-1T 10.0 10.0 100.0% 0 104.44s 234 1,531
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
Ring-2.6-1T 3.0 10.0 0.0% 0 113.91s 4,295 4,416

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