AI BENCHY Compare

MiniMax: MiniMax M3 vs OpenAI: GPT-5.5

Summary

GPT-5.5 (low) leads on average score with 9.3 vs 7.6. MiniMax M3 (medium) has the lower benchmark cost at $0.131 vs $0.907. GPT-5.5 (low) is faster at 9.76s vs 68.17s, with pass rates of 65.1% vs 85.7%.

Recommended modelGPT-5.5 (low)It has the best score here (9.3), while responding about 7.0x faster than MiniMax M3 (medium).

Last updated at: 2026-07-14

Metric	MiniMax M3 MiniMax M3 medium Release: 2026-06-01	GPT-5.5 GPT-5.5 low Release: 2026-04-24

Metric	MiniMax M3 MiniMax M3 medium Release: 2026-06-01	GPT-5.5 GPT-5.5 low Release: 2026-04-24
Score	7.6	9.3
Rank	#54	#7
Reliability	9.6	10.0
Consistency	7.9	10.0
Tests Correct
Attempt pass rate	65.1%	85.7%
Flaky tests	5	0
Total Runs	63	63
Cost per result	1.187	5.035
Total Cost	$0.131	$0.907
Input Price	$0.300 / 1M	$5.000 / 1M
Output Price	$1.200 / 1M	$30.000 / 1M
Total Input Tokens	46,546	34,209
Output Tokens	49,036	2,046
Reasoning Tokens	92,543	22,460
Response Time (avg)	68.17s	9.76s
Response Time (max)	431.03s	56.19s
Response Time (total)	1363.38s	204.92s

Generation showcase

Hamster playing table tennis

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

#54 MiniMax M3

medium

Cost: $0.012
Time: 154.4s
Tokens: 10,018 tok

#7 GPT-5.5

low

Cost: $0.068
Time: 37.0s
Tokens: 2,339 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

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	5.5	3.7	66.7%	3		14.95s	2,526	874	3,414
GPT-5.5	10.0	10.0	100.0%	0		4.41s	606	238	1,020

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	6.1	6.5	55.6%	1		144.74s	5,804	6,223	32,667
GPT-5.5	10.0	10.0	100.0%	0		15.04s	7,302	423	6,402

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	10.0	10.0	100.0%	0		65.30s	14,760	1,306	6,253
GPT-5.5	10.0	10.0	100.0%	0		9.56s	11,019	303	717

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	10.0	10.0	100.0%	0		14.92s	8,088	514	3,164
GPT-5.5	10.0	10.0	100.0%	0		3.28s	7,140	228	157

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	5.5	9.3	33.3%	0		233.13s	869	16,254	19,070
GPT-5.5	5.3	10.0	33.3%	0		28.05s	723	69	11,609

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	5.1	3.4	33.3%	1		33.25s	954	2,487	2,523
GPT-5.5	10.0	10.0	100.0%	0		5.17s	477	133	245

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	9.8	10.0	100.0%	0		6.14s	1,623	103	920
GPT-5.5	9.9	10.0	100.0%	0		3.74s	660	93	415

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	7.9	9.9	66.7%	0		49.91s	2,079	11,946	13,761
GPT-5.5	10.0	10.0	100.0%	0		4.74s	642	279	954

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	10.0	10.0	100.0%	0		11.91s	9,168	281	555
GPT-5.5	10.0	10.0	100.0%	0		4.96s	5,445	250	101

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M3	3.0	10.0	0.0%	0		100.80s	675	9,048	10,216
GPT-5.5	3.0	10.0	0.0%	0		10.06s	195	30	840

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