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inclusionAI: Ring-2.6-1T vs OpenAI: GPT-5.4

Last updated at: 2026-06-03

Metric Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10 GPT-5.4 GPT-5.4 none Release: 2026-03-05
Score 7.0 5.6
Rank #74 #121
Reliability 10.0 10.0
Consistency 8.7 9.1
Tests Correct
Attempt pass rate 63.3% 38.3%
Flaky tests 3 2
Total Runs 60 60
Cost per result 0.000 1.644
Total Cost $0.033 $0.116
Input Price $0.075 / 1M $2.500 / 1M
Output Price $0.625 / 1M $15.000 / 1M
Total Input Tokens 35,892 31,593
Output Tokens 21,752 2,402
Reasoning Tokens 42,754 0
Response Time (avg) 61.29s 1.45s
Response Time (max) 304.19s 2.95s
Response Time (total) 1164.50s 29.00s

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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) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 42.21s 810 3,833 4,891
GPT-5.4 3.2 8.0 8.3% 1 1.21s 606 406 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 6.5 10.0 50.0% 0 59.65s 834 1,369 3,985
GPT-5.4 6.8 10.0 50.0% 0 1.99s 4,686 501 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 304.19s 14,823 324 6,088
GPT-5.4 3.0 10.0 0.0% 0 2.89s 11,019 291 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 6.5 10.0 50.0% 0 37.36s 8,046 840 1,937
GPT-5.4 10.0 10.0 100.0% 0 1.04s 7,140 222 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.5 4.4 33.3% 2 64.92s 873 9,744 15,013
GPT-5.4 5.3 7.2 44.4% 1 1.07s 723 50 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 4.1 10.0 0.0% 0 58.26s 561 150 583
GPT-5.4 4.4 9.9 0.0% 0 1.78s 477 184 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 9.8 10.0 100.0% 0 11.78s 774 266 1,831
GPT-5.4 6.5 10.0 50.0% 0 1.07s 660 81 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 5.9 7.2 55.6% 1 20.73s 792 697 2,479
GPT-5.4 5.6 9.8 33.3% 0 1.44s 642 381 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 104.44s 8,136 234 1,531
GPT-5.4 10.0 10.0 100.0% 0 2.75s 5,445 246 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 113.91s 243 4,295 4,416
GPT-5.4 3.0 10.0 0.0% 0 990ms 195 40 0

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