Minimax M3.1 Flash (low) vs GPT-5.2 Chat (default)

Compared models

Rank: #181
Total Output Tokens: 96,782
Response Time (avg): 14.84s
Total Cost: $0.000

Rank: #184
Total Output Tokens: 29,742
Response Time (avg): 7.43s
Total Cost: $0.594

Recommended model GPT-5.2 Chat (default)

It has the best score here (7.0), while responding about 2.0x faster than Minimax M3.1 Flash (low).

Detailed comparison

Metric	Minimax M3.1 Flash Minimax M3.1 Flash low Release: 2026-10-19 Free Available	GPT-5.2 Chat GPT-5.2 Chat default Release: 2025-12-11

Metric	Minimax M3.1 Flash Minimax M3.1 Flash low Release: 2026-10-19 Free Available	GPT-5.2 Chat GPT-5.2 Chat default Release: 2025-12-11
Score	7.1	7.0
Rank	#181	#184
Reliability	10.0	10.0
Consistency	9.6	8.7
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	55.1%	66.7%
Flaky tests	1	4
Total Runs	69	69
Cost per result	0.000	4.564
Total Cost	$0.000	$0.594
Input Price	$0.000 / 1M	$1.750 / 1M
Output Price	$0.000 / 1M	$14.000 / 1M
Cache Read Price	N/A	$0.175 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	285,795	101,104
Output Tokens	10,087	10,414
Reasoning Tokens	86,695	19,328
Response Time (avg)	14.84s	7.43s
Response Time (max)	133.79s	38.52s
Response Time (total)	341.25s	163.35s
Parameters	-	~400B total (~17B active)
Availability	Closed	Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#181 Minimax M3.1 Flash

low

Cost: $0.000
Time: 18.4s
Tokens: 3,268 tok

#184 GPT-5.2 Chat

default

Cost: $0.010
Time: 15.3s
Tokens: 797 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:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	10.0	10.0	100.0%	0		51.50s	149,924	1,535	7,029
GPT-5.2 Chat	3.0	10.0	0.0%	0		955ms	0	0	0

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	6.5	10.0	50.0%	0		1.76s	2,838	114	1,156
GPT-5.2 Chat	8.7	7.9	91.7%	1		3.40s	606	655	1,152

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	5.7	9.7	33.3%	0		8.98s	9,024	393	8,526
GPT-5.2 Chat	8.8	7.8	88.9%	1		9.82s	7,305	843	5,888

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	7.2	5.8	83.3%	1		20.57s	103,379	7,285	10,237
GPT-5.2 Chat	7.3	5.8	83.3%	1		13.91s	78,055	6,323	1,600

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	6.5	10.0	50.0%	0		806ms	2,802	111	222
GPT-5.2 Chat	10.0	10.0	100.0%	0		3.05s	7,140	468	512

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	7.7	10.0	66.7%	0		53.28s	2,400	18	46,584
GPT-5.2 Chat	3.0	10.0	0.0%	0		23.67s	579	216	6,912

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	5.1	10.0	0.0%	0		3.19s	1,032	90	561
GPT-5.2 Chat	4.4	3.0	33.3%	1		3.20s	477	271	64

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	6.3	10.0	50.0%	0		1.60s	1,779	58	419
GPT-5.2 Chat	9.8	10.0	100.0%	0		5.51s	660	353	1,088

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	7.7	10.0	66.7%	0		2.12s	2,313	173	963
GPT-5.2 Chat	7.7	10.0	66.7%	0		4.10s	642	643	960

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	10.0	10.0	100.0%	0		2.76s	9,551	297	62
GPT-5.2 Chat	10.0	10.0	100.0%	0		4.68s	5,445	491	64

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Minimax M3.1 Flash	3.0	10.0	0.0%	0		37.65s	753	13	10,936
GPT-5.2 Chat	3.0	10.0	0.0%	0		6.89s	195	151	1,088

Switch Comparison Pair

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