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

Last updated at: 2026-05-29

Metric DeepSeek V4 Pro DeepSeek V4 Pro high Release: 2026-04-24 Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10
Score 7.0 7.2
Rank #79 #70
Reliability 8.9 10.0
Consistency 8.7 9.1
Tests Correct
Attempt pass rate 63.3% 62.5%
Flaky tests 3 2
Total Runs 60 60
Cost per result 1.935 0.000
Total Cost $0.213 $0.000
Input Price $0.435 / 1M $0.075 / 1M
Output Price $0.870 / 1M $0.625 / 1M
Output Tokens 12,244 39,954
Reasoning Tokens 53,958 0
Response Time (avg) 58.92s 55.10s
Response Time (max) 358.35s 143.82s
Response Time (total) 1119.51s 881.55s

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 8.3 10.0 75.0% 0 16.53s 71 3,617
Ring-2.6-1T 9.2 8.4 91.7% 1 43.33s 5,575 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Pro 3.0 5.0 25.0% 1 51.77s 105 2,641
Ring-2.6-1T 10.0 10.0 100.0% 0 143.82s 5,036 0
Combined 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 65.02s 465 5,914
Ring-2.6-1T 0.0 0.0 0.0% 0 0ms 0 0
Data parsing and extraction 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 23.62s 229 1,710
Ring-2.6-1T 3.0 10.0 0.0% 0 45.87s 1,529 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Pro 3.2 6.9 16.7% 1 205.66s 10,529 28,089
Ring-2.6-1T 5.3 7.2 44.4% 1 73.40s 17,728 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Pro 6.1 3.1 66.7% 1 25.09s 76 1,152
Ring-2.6-1T 4.3 10.0 0.0% 0 15.63s 846 0
Instructions following 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 41.16s 205 2,416
Ring-2.6-1T 9.8 10.0 100.0% 0 27.36s 2,004 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Pro 7.7 10.0 66.7% 0 34.84s 139 4,019
Ring-2.6-1T 7.7 10.0 66.7% 0 31.47s 3,469 0
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 21.33s 372 593
Ring-2.6-1T 0.0 0.0 0.0% 0 0ms 0 0
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 39.14s 53 3,807
Ring-2.6-1T 3.0 10.0 0.0% 0 133.60s 3,767 0

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