Navigate
AI BENCHY
Your ad here

AI BENCHY Compare

MiniMax: MiniMax M2.7 vs OpenAI: GPT-5.4 Nano

Last updated at: 2026-04-02

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 GPT-5.4 Nano GPT-5.4 Nano none Release: 2026-03-17
Score 5.0 4.3
Rank #76 #86
Consistency 5.3 7.3
Tests Correct
Attempt pass rate 49.0% 29.4%
Flaky tests 10 6
Total Runs 51 51
Cost per result 2.398 0.404
Total Cost $0.072 $0.009
Input Price $0.300 / 1M $0.200 / 1M
Output Price $1.200 / 1M $1.250 / 1M
Output Tokens 4,517 2,185
Reasoning Tokens 47,612 0
Response Time (avg) 27.32s 1.39s
Response Time (max) 117.04s 3.84s
Response Time (total) 437.10s 23.70s

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
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 3,010 17,716
GPT-5.4 Nano 3.5 8.0 16.7% 1 1.18s 800 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 369 4,480
GPT-5.4 Nano 3.0 10.0 0.0% 0 3.84s 280 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 187 5,882
GPT-5.4 Nano 6.5 10.0 50.0% 0 1.11s 219 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 8 2,796
GPT-5.4 Nano 2.9 4.4 22.2% 2 926ms 52 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 92 5,204
GPT-5.4 Nano 3.8 2.5 33.3% 1 1.31s 180 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.7 1.8 50.0% 2 12.64s 213 2,457
GPT-5.4 Nano 5.0 6.8 33.3% 1 787ms 84 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.8 4.5 33.3% 2 25.62s 334 8,076
GPT-5.4 Nano 3.7 7.3 22.2% 1 1.29s 348 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001
GPT-5.4 Nano 10.0 10.0 100.0% 0 3.40s 222 0

Quick Compare

Switch Comparison Pair

MiniMax M2.7mediumvsQwen3 Coder NextnoneMiniMax M2.7mediumvsGPT-4o-mininoneMercury 2nonevsMiniMax M2.7mediumMiniMax M2.7mediumvsGPT-5.4 MininoneGPT-5.4 NanononevsQwen3.5-9BmediumMiniMax M2.7mediumvsNemotron 3 SupernoneFree AvailableMiniMax M2.7mediumvsQwen3.5-9BnoneMiniMax M2.7mediumvsMistral Small 4noneTrinity Large PreviewnoneFree AvailablevsMiniMax M2.7mediumMiniMax M2.7mediumvsKimi K2.5noneMiniMax M2.7mediumvsGrok 4.20 BetanoneMiniMax M2.7mediumvsGrok 4.20none