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MiniMax: MiniMax M2.7 vs OpenAI: GPT-5.6 Luna

Summary

MiniMax M2.7 (medium) vs GPT-5.6 Luna benchmark comparison: GPT-5.6 Luna leads on average score with 5.3 vs 5.2. GPT-5.6 Luna has the lower benchmark cost at $0.047 vs $0.100. GPT-5.6 Luna is faster at 1.06s vs 38.18s, with pass rates of 46.0% vs 36.5%.

Recommended model: GPT-5.6 Luna - It has the best score here (5.3), while costing about 2.2x less than MiniMax M2.7 (medium).

Last updated at: 2026-07-09

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 GPT-5.6 Luna GPT-5.6 Luna none Release: 2026-07-09
Score 5.2 5.3
Rank #146 #142
Reliability 10.0 10.0
Consistency 6.8 8.8
Tests Correct
Attempt pass rate 46.0% 36.5%
Flaky tests 8 3
Total Runs 63 63
Cost per result 2.494 0.767
Total Cost $0.100 $0.047
Input Price $0.240 / 1M $1.000 / 1M
Output Price $0.960 / 1M $6.000 / 1M
Total Input Tokens 34,371 34,218
Output Tokens 8,981 1,967
Reasoning Tokens 89,812 0
Response Time (avg) 38.18s 1.06s
Response Time (max) 196.21s 2.80s
Response Time (total) 763.60s 22.34s

Generation showcase

Hamster playing table tennis

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

#146 MiniMax M2.7

medium
Cost
$0.022
Time
22.8s
Tokens
9,250 tok

#142 GPT-5.6 Luna

none
Cost
$0.016
Time
15.8s
Tokens
2,685 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
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 654 3,010 17,716
GPT-5.6 Luna 4.8 10.0 25.0% 0 901ms 606 266 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 5.7 9.1 33.3% 0 101.89s 2,961 1,231 38,841
GPT-5.6 Luna 3.8 7.2 22.2% 1 980ms 7,302 459 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 14,233 369 4,480
GPT-5.6 Luna 3.0 10.0 0.0% 0 2.78s 11,019 280 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 7,152 187 5,882
GPT-5.6 Luna 10.0 10.0 100.0% 0 758ms 7,140 222 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 245 8 2,796
GPT-5.6 Luna 2.9 7.2 11.1% 1 737ms 723 54 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 486 92 5,204
GPT-5.6 Luna 5.0 10.0 0.0% 0 1.00s 477 150 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.8 5.8 33.3% 1 12.80s 687 350 2,600
GPT-5.6 Luna 7.1 5.8 83.3% 1 1.23s 660 86 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 5.9 7.2 55.6% 1 24.87s 675 362 7,840
GPT-5.6 Luna 5.3 10.0 33.3% 0 790ms 642 202 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 7,067 304 1,001
GPT-5.6 Luna 10.0 10.0 100.0% 0 2.80s 5,454 222 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 22.77s 211 3,068 3,452
GPT-5.6 Luna 3.0 10.0 0.0% 0 651ms 195 26 0

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