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

Last updated at: 2026-05-19

Metric Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10 GPT-5.3-Codex GPT-5.3-Codex medium Release: 2026-02-05
Score 7.2 8.2
Rank #62 #17
Reliability 9.8 10.0
Consistency 9.1 8.3
Tests Correct
Attempt pass rate 62.5% 80.7%
Flaky tests 2 4
Total Runs 57 57
Cost per result 0.000 4.594
Total Cost $0.000 $0.598
Input Price $0.075 / 1M $1.750 / 1M
Output Price $0.625 / 1M $14.000 / 1M
Output Tokens 39,954 2,309
Reasoning Tokens 0 36,880
Response Time (avg) 55.10s 15.33s
Response Time (max) 143.82s 100.93s
Response Time (total) 881.55s 291.34s

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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-5.3-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% 0 143.82s 5,036 0
GPT-5.3-Codex 10.0 10.0 100.0% 0 8.95s 491 1,530
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-5.3-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 3.0 10.0 0.0% 0 45.87s 1,529 0
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 5.3 7.2 44.4% 1 73.40s 17,728 0
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 4.3 10.0 0.0% 0 15.63s 846 0
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 27.36s 2,004 0
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 7.7 10.0 66.7% 0 31.47s 3,469 0
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 0.0 0.0 0.0% 0 0ms 0 0
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% 0 133.60s 3,767 0
GPT-5.3-Codex 2.8 1.6 33.3% 1 14.43s 30 1,701

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