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inclusionAI: Ring-2.6-1T vs OpenAI: GPT-5.3-Codex

Last updated at: 2026-05-22

Metric Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10 GPT-5.3-Codex GPT-5.3-Codex medium Release: 2026-02-05
Score 7.2 8.3
Rank #61 #15
Reliability 9.9 10.0
Consistency 8.7 8.4
Tests Correct
Attempt pass rate 66.7% 81.7%
Flaky tests 3 4
Total Runs 60 60
Cost per result 0.000 4.891
Total Cost $0.000 $0.685
Input Price $0.075 / 1M $1.750 / 1M
Output Price $0.625 / 1M $14.000 / 1M
Output Tokens 21,752 2,332
Reasoning Tokens 42,754 42,616
Response Time (avg) 61.29s 15.97s
Response Time (max) 304.19s 100.93s
Response Time (total) 1164.50s 319.30s

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 10.0 10.0 100.0% 0 42.21s 3,833 4,891
GPT-5.3-Codex 8.7 7.9 91.7% 1 4.16s 240 1,722
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 59.65s 1,369 3,985
GPT-5.3-Codex 10.0 10.0 100.0% 0 18.45s 514 7,266
Combined 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% 0 304.19s 324 6,088
GPT-5.3-Codex 10.0 10.0 100.0% 0 19.56s 364 2,731
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 6.5 10.0 50.0% 0 37.36s 840 1,937
GPT-5.3-Codex 10.0 10.0 100.0% 0 3.07s 234 728
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 3.5 4.4 33.3% 2 64.92s 9,744 15,013
GPT-5.3-Codex 5.9 7.2 55.6% 1 64.31s 64 25,308
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 4.1 10.0 0.0% 0 58.26s 150 583
GPT-5.3-Codex 4.6 10.0 0.0% 0 4.87s 187 331
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 11.78s 266 1,831
GPT-5.3-Codex 10.0 10.0 100.0% 0 3.04s 93 693
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 5.9 7.2 55.6% 1 20.73s 697 2,479
GPT-5.3-Codex 9.0 7.9 88.9% 1 5.12s 352 1,644
Tool Calling 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% 0 104.44s 234 1,531
GPT-5.3-Codex 10.0 10.0 100.0% 0 6.37s 254 492
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% 0 113.91s 4,295 4,416
GPT-5.3-Codex 2.8 1.6 33.3% 1 14.43s 30 1,701

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