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inclusionAI: Ring-2.6-1T vs MiniMax: MiniMax M2.7

Summary

Ring-2.6-1T vs MiniMax M2.7 benchmark comparison: MiniMax M2.7 leads on average score with 5.2 vs 4.8. Ring-2.6-1T has the lower benchmark cost at $0.026 vs $0.104. MiniMax M2.7 is faster at 38.18s vs 55.10s, with pass rates of 47.6% vs 46.0%.

Recommended model: Ring-2.6-1T - Its score stays close to the best score here (4.8 vs 5.2), while costing about 4.1x less than MiniMax M2.7.

Last updated at: 2026-06-12

Metric Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10 MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18
Score 4.8 5.2
Rank #148 #134
Reliability 10.0 10.0
Consistency 9.3 6.8
Tests Correct
Attempt pass rate 47.6% 46.0%
Flaky tests 2 8
Total Runs 63 63
Cost per result 0.000 2.494
Total Cost $0.026 $0.104
Input Price $0.075 / 1M $0.250 / 1M
Output Price $0.625 / 1M $1.000 / 1M
Total Input Tokens 7,599 34,371
Output Tokens 39,954 8,981
Reasoning Tokens 0 89,812
Response Time (avg) 55.10s 38.18s
Response Time (max) 143.82s 196.21s
Response Time (total) 881.55s 763.60s

Generation showcase

Hamster playing table tennis

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

#148 Ring-2.6-1T

none
No showcase result has been generated for this model yet.
Cost
$0.000
Time
-
Tokens
0 tok

#134 MiniMax M2.7

medium
Cost
$0.022
Time
22.8s
Tokens
9,250 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

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 9.2 8.4 91.7% 1 43.33s 810 5,575 0
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 654 3,010 17,716
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% 0 143.82s 834 5,036 0
MiniMax M2.7 5.7 9.1 33.3% 0 101.89s 2,961 1,231 38,841
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 14,233 369 4,480
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 45.87s 2,712 1,529 0
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 7,152 187 5,882
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 5.3 7.2 44.4% 1 73.40s 873 17,728 0
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 245 8 2,796
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 4.3 10.0 0.0% 0 15.63s 561 846 0
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 486 92 5,204
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 9.8 10.0 100.0% 0 27.36s 774 2,004 0
MiniMax M2.7 3.8 5.8 33.3% 1 12.80s 687 350 2,600
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 7.7 10.0 66.7% 0 31.47s 792 3,469 0
MiniMax M2.7 5.9 7.2 55.6% 1 24.87s 675 362 7,840
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 7,067 304 1,001
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 133.60s 243 3,767 0
MiniMax M2.7 3.0 10.0 0.0% 0 22.77s 211 3,068 3,452

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