Navigate
AI BENCHY
Advertise here

AI BENCHY Compare

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 medium Release: 2026-05-10 GPT-5.4 GPT-5.4 medium Release: 2026-03-05
Score 7.2 7.9
Rank #61 #27
Reliability 9.9 10.0
Consistency 8.7 8.5
Tests Correct
Attempt pass rate 66.7% 75.0%
Flaky tests 3 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 21,752 2,222
Reasoning Tokens 42,754 68,503
Response Time (avg) 61.29s 22.31s
Response Time (max) 304.19s 100.41s
Response Time (total) 1164.50s 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 10.0 10.0 100.0% 0 42.21s 3,833 4,891
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 59.65s 1,369 3,985
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 10.0 10.0 100.0% 0 304.19s 324 6,088
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 6.5 10.0 50.0% 0 37.36s 840 1,937
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 3.5 4.4 33.3% 2 64.92s 9,744 15,013
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 4.1 10.0 0.0% 0 58.26s 150 583
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 11.78s 266 1,831
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 5.9 7.2 55.6% 1 20.73s 697 2,479
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 10.0 10.0 100.0% 0 104.44s 234 1,531
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% 0 113.91s 4,295 4,416
GPT-5.4 3.0 10.0 0.0% 0 13.95s 30 1,821

Quick Compare

Switch Comparison Pair

GPT-5.4mediumvsQwen3.7 MaxnoneGemini 3.5 FlashminimalvsGPT-5.4mediumRing-2.6-1TmediumvsQwen3.6 Max PreviewnoneDeepSeek V4 FlashhighFree AvailablevsRing-2.6-1TmediumRing-2.6-1TmediumvsGPT-5.3 ChatnoneGemini 3.1 Flash LitelowvsRing-2.6-1TmediumClaude Sonnet 4.6nonevsRing-2.6-1TmediumGemini 3.1 Flash Lite PreviewnonevsRing-2.6-1TmediumGemini 3 Flash PreviewnonevsGPT-5.4mediumGemini 3.1 Flash Lite PreviewlowvsGPT-5.4mediumRing-2.6-1TmediumvsGPT-5.2 ChatnoneGemini 3.1 Flash Lite PreviewlowvsRing-2.6-1Tmedium