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DeepSeek: DeepSeek V4 Pro vs inclusionAI: Ring-2.6-1T

Last updated at: 2026-05-22

Metric DeepSeek V4 Pro DeepSeek V4 Pro none Release: 2026-04-24 Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10
Score 6.0 7.2
Rank #95 #61
Reliability 8.1 9.9
Consistency 8.9 8.7
Tests Correct
Attempt pass rate 48.3% 66.7%
Flaky tests 3 3
Total Runs 60 60
Cost per result 0.564 0.000
Total Cost $0.046 $0.000
Input Price $0.435 / 1M $0.075 / 1M
Output Price $0.870 / 1M $0.625 / 1M
Output Tokens 5,347 21,752
Reasoning Tokens 0 42,754
Response Time (avg) 13.48s 61.29s
Response Time (max) 58.65s 304.19s
Response Time (total) 269.56s 1164.50s

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 V4 Pro 3.5 8.0 16.7% 1 14.02s 704 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 V4 Pro 5.4 6.8 33.3% 1 8.27s 527 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 V4 Pro 9.5 10.0 100.0% 0 25.49s 1,911 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 V4 Pro 8.8 10.0 100.0% 0 30.54s 170 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 V4 Pro 5.3 10.0 33.3% 0 3.17s 18 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 V4 Pro 4.3 9.9 0.0% 0 3.75s 132 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 V4 Pro 6.3 10.0 50.0% 0 8.23s 64 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 V4 Pro 7.6 7.2 77.8% 1 19.72s 175 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 V4 Pro 10.0 10.0 100.0% 0 5.92s 219 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 V4 Pro 3.0 10.0 0.0% 0 15.59s 1,427 0
Ring-2.6-1T 3.0 10.0 0.0% 0 113.91s 4,295 4,416

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