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 none Release: 2026-05-10	MiniMax M3 MiniMax M3 medium Release: 2026-06-01

Metric	Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10	MiniMax M3 MiniMax M3 medium Release: 2026-06-01
Score	7.2	7.3
Rank	#70	#65
Reliability	10.0	9.6
Consistency	9.1	8.4
Tests Correct
Attempt pass rate	62.5%	68.3%
Flaky tests	2	6
Total Runs	60	60
Cost per result	0.000	1.083
Total Cost	$0.103	$0.120
Input Price	$0.300 / 1M	$0.300 / 1M
Output Price	$2.500 / 1M	$1.200 / 1M
Output Tokens	39,954	46,884
Reasoning Tokens	0	85,935
Response Time (avg)	55.10s	68.44s
Response Time (max)	143.82s	431.03s
Response Time (total)	881.55s	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	9.2	8.4	91.7%	1		43.33s	5,575	0
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		143.82s	5,036	0
MiniMax M3	7.5	10.0	66.7%	1		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	0.0	0.0	0.0%	0		0ms	0	0
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	3.0	10.0	0.0%	0		45.87s	1,529	0
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	5.3	7.2	44.4%	1		73.40s	17,728	0
MiniMax M3	6.0	10.0	44.4%	1		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	4.3	10.0	0.0%	0		15.63s	846	0
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		27.36s	2,004	0
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	7.7	10.0	66.7%	0		31.47s	3,469	0
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	0.0	0.0	0.0%	0		0ms	0	0
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		133.60s	3,767	0
MiniMax M3	3.0	10.0	0.0%	0		100.80s	9,048	10,216

Quick Compare

Switch Comparison Pair

Ring-2.6-1TnonevsQwen3.5-35B-A3Bmedium Claude Opus 4.6mediumvsRing-2.6-1Tnone Claude Opus 4.8nonevsMiniMax M3medium Ring-2.6-1TnonevsGPT-5.4 Nanomedium Ring-2.6-1TnonevsGPT-5 Minimedium MiniMax M3mediumvsStep 3.7 Flashlow Ring-2.6-1TnonevsGPT-5.4 Minimedium Ring-2.6-1TnonevsGPT-5.2medium MiniMax M3mediumvsGPT-5.3 Chatnone Ring-2.6-1TnonevsStep 3.7 Flashhigh Gemini 3.1 Flash LitelowvsMiniMax M3medium Ring-2.6-1TnonevsGLM 5V Turbomedium