Navigate
AI BENCHY
AD
Track all your projects in one dashboard. Get 📊stats, 🔥heatmaps and 👀recordings in one self-hosted dashboard.
uxwizz.com

AI BENCHY Compare

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

Last updated at: 2026-03-20

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 GPT-5.4 GPT-5.4 none Release: 2026-03-05
Score 5.0 5.6
Rank #66 #55
Consistency 5.3 9.0
Tests Correct
Attempt pass rate 49.0% 39.2%
Flaky tests 10 2
Total Runs 51 51
Cost per result 2.398 1.573
Total Cost $0.072 $0.095
Input Price $0.300 / 1M $2.500 / 1M
Output Price $1.200 / 1M $15.000 / 1M
Output Tokens 4,517 1,837
Reasoning Tokens 47,612 0
Response Time (avg) 27.32s 1.43s
Response Time (max) 117.04s 2.89s
Response Time (total) 437.10s 24.27s

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 3.2 8.0 8.3% 1 1.21s 406 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 3.0 10.0 0.0% 0 2.89s 291 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 10.0 10.0 100.0% 0 1.04s 222 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 5.3 7.2 44.4% 1 1.07s 50 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 4.4 9.9 0.0% 0 1.78s 184 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 6.5 10.0 50.0% 0 1.07s 81 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 5.6 9.8 33.3% 0 1.52s 357 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 10.0 10.0 100.0% 0 2.75s 246 0

Quick Compare

Switch Comparison Pair