Navigate
AI BENCHY
Advertise here

AI BENCHY Compare

inclusionAI: Ring-2.6-1T vs MiniMax: MiniMax M3

Last updated at: 2026-06-01

Metric Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10 MiniMax M3 MiniMax M3 medium Release: 2026-06-01
Score 7.2 7.5
Rank #69 #54
Reliability 10.0 9.6
Consistency 8.7 8.4
Tests Correct
Attempt pass rate 66.7% 75.0%
Flaky tests 3 4
Total Runs 60 60
Cost per result 0.000 1.083
Total Cost $0.132 $0.120
Input Price $0.300 / 1M $0.300 / 1M
Output Price $2.500 / 1M $1.200 / 1M
Output Tokens 21,752 46,884
Reasoning Tokens 42,754 85,935
Response Time (avg) 61.29s 68.44s
Response Time (max) 304.19s 431.03s
Response Time (total) 1164.50s 1300.32s

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
MiniMax M3 5.5 3.7 66.7% 3 14.95s 874 3,414
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
MiniMax M3 8.3 10.0 100.0% 0 185.58s 4,071 26,059
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
MiniMax M3 10.0 10.0 100.0% 0 65.30s 1,306 6,253
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
MiniMax M3 10.0 10.0 100.0% 0 14.92s 514 3,164
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
MiniMax M3 6.5 10.0 66.7% 0 233.13s 16,254 19,070
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
MiniMax M3 5.1 3.4 33.3% 1 33.25s 2,487 2,523
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
MiniMax M3 9.8 10.0 100.0% 0 6.14s 103 920
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
MiniMax M3 7.9 9.9 66.7% 0 49.91s 11,946 13,761
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
MiniMax M3 10.0 10.0 100.0% 0 11.91s 281 555
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
MiniMax M3 3.0 10.0 0.0% 0 100.80s 9,048 10,216

Quick Compare

Switch Comparison Pair

Gemini 3.1 Flash Lite PreviewnonevsMiniMax M3mediumClaude Opus 4.8nonevsRing-2.6-1TmediumGemini 3.1 Flash LitelowvsMiniMax M3mediumMiniMax M3mediumvsGPT-5.3 ChatnoneMiniMax M3mediumvsStep 3.7 FlashlowRing-2.6-1TmediumvsStep 3.7 FlashhighRing-2.6-1TmediumvsStep 3.7 FlashlowRing-2.6-1TmediumvsQwen3.6 Max PreviewnoneGemini 3.1 Flash Lite PreviewlowvsMiniMax M3mediumDeepSeek V4 FlashhighvsMiniMax M3mediumRing-2.6-1TmediumvsGPT-5.3 ChatnoneGemini 3 Flash PreviewnonevsMiniMax M3medium