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

Last updated at: 2026-05-22

Metric Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10 GPT-5.4 GPT-5.4 medium Release: 2026-03-05
Score 7.2 7.9
Rank #62 #27
Reliability 9.8 10.0
Consistency 9.1 8.5
Tests Correct
Attempt pass rate 62.5% 75.0%
Flaky tests 2 4
Total Runs 60 60
Cost per result 0.000 8.767
Total Cost $0.000 $1.140
Input Price $0.075 / 1M $2.500 / 1M
Output Price $0.625 / 1M $15.000 / 1M
Output Tokens 39,954 2,222
Reasoning Tokens 0 68,503
Response Time (avg) 55.10s 22.31s
Response Time (max) 143.82s 100.41s
Response Time (total) 881.55s 446.15s

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
Ring-2.6-1T 9.2 8.4 91.7% 1 43.33s 5,575 0
GPT-5.4 8.3 10.0 75.0% 0 4.11s 240 1,511
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 143.82s 5,036 0
GPT-5.4 8.2 6.7 83.3% 1 54.98s 412 19,995
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 0.0 0.0 0.0% 0 0ms 0 0
GPT-5.4 10.0 10.0 100.0% 0 20.57s 301 3,543
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 45.87s 1,529 0
GPT-5.4 10.0 10.0 100.0% 0 5.32s 234 804
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 5.3 7.2 44.4% 1 73.40s 17,728 0
GPT-5.4 5.3 7.2 44.4% 1 74.27s 61 34,748
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 4.3 10.0 0.0% 0 15.63s 846 0
GPT-5.4 4.7 3.1 33.3% 1 4.92s 145 321
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 9.8 10.0 100.0% 0 27.36s 2,004 0
GPT-5.4 10.0 10.0 100.0% 0 3.11s 93 897
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 7.7 10.0 66.7% 0 31.47s 3,469 0
GPT-5.4 8.2 7.2 88.9% 1 9.13s 442 3,832
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 0.0 0.0 0.0% 0 0ms 0 0
GPT-5.4 10.0 10.0 100.0% 0 13.28s 264 1,031
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 133.60s 3,767 0
GPT-5.4 3.0 10.0 0.0% 0 13.95s 30 1,821

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