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Ring 2.6 1t (medium) vs GPT-5.4

Ring 2.6 1t (medium) leads on average score with 5.7 vs 5.6. Ring 2.6 1t (medium) has the lower benchmark cost at $0.072 vs $0.690. GPT-5.4 is faster at 3.89s vs 65.52s, with pass rates of 56.5% vs 33.3%.

Last updated at: 2026-10-01

Compared models

Rank
#252
Total Output Tokens
165,031
Response Time (avg)
65.52s
Total Cost
$0.072
Rank
#260
Total Output Tokens
9,372
Response Time (avg)
3.89s
Total Cost
$0.690
Recommended model Ring 2.6 1t (medium)

It has the best score here (5.7), while costing about 9.6x less than GPT-5.4.

Detailed comparison

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 5.7 5.6
Rank #252 #260
Reliability 10.0 10.0
Consistency 8.9 9.3
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 56.5% 33.3%
Flaky tests 3 2
Total Runs 69 69
Cost per result 0.654 9.845
Total Cost $0.072 $0.690
Input Price $0.000 / 1M $2.500 / 1M
Output Price $0.000 / 1M $15.000 / 1M
Total Input Tokens 113,613 219,404
Output Tokens 122,706 9,372
Reasoning Tokens 42,325 0
Response Time (avg) 65.52s 3.89s
Response Time (max) 304.19s 43.73s
Response Time (total) 1376.01s 89.48s
Parameters 1T total (63B active) ~1.5T total (~100B active)
Availability Open source Closed

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#252 Ring 2.6 1t

medium
Ring-2.6-1T is no longer available as a free model. It has transitioned to a paid model. Continue using it here: https://openrouter.ai/inclusionai/ring-2.6-1t
Cost
$0.000
Time
0.1s
Tokens
0 tok

#260 GPT-5.4

none
Cost
$0.026
Time
18.1s
Tokens
1,792 tok

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

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring 2.6 1t 5.3 10.0 33.3% 0 59.65s 834 1,369 3,985
GPT-5.4 5.5 10.0 33.3% 0 1.62s 7,305 516 0

Quick Compare

Switch Comparison Pair

Trinity Large ThinkinghighvsRing 2.6 1tmediumGPT-5.4nonevsSpace Bunny AlphalowRing 2.6 1tmediumvsGPT-5.4 MininoneSeed 2.1 TurbononevsRing 2.6 1tmediumDeepSeek V4.1 FlashnonevsRing 2.6 1tmediumRing 2.6 1tmediumvsGPT-5.6 TerranoneDots 3 Note PreviewmediumFree AvailablevsGPT-5.4noneGemma 4 31BnoneFree AvailablevsRing 2.6 1tmediumRing 2.6 1tmediumvsSpace Bunny AlphalowTrinity Large ThinkinghighvsGPT-5.4noneNemotron 3 SupermediumFree AvailablevsGPT-5.4noneRing 2.6 1tmediumvsQwen3.7 Flashnone