MiniMax M2.7 (medium) vs Qwen3 Coder Next (default)

Compared models

Rank: #360
Total Output Tokens: 170,899
Response Time (avg): 50.32s
Total Cost: $0.326

Rank: #366
Total Output Tokens: 45,168
Response Time (avg): 19.73s
Total Cost: $0.067

Recommended model Qwen3 Coder Next (default)

Its score stays close to the best score here (4.9 vs 5.0), while costing about 4.9x less than MiniMax M2.7 (medium).

Detailed comparison

Metric	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18	Qwen3 Coder Next Qwen3 Coder Next default Release: 2026-02-03

Metric	MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18	Qwen3 Coder Next Qwen3 Coder Next default Release: 2026-02-03
Score	5.0	4.9
Rank	#360	#366
Reliability	10.0	10.0
Consistency	6.4	9.7
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	44.9%	24.6%
Flaky tests	10	1
Total Runs	69	69
Cost per result	5.279	1.300
Total Cost	$0.326	$0.067
Input Price	$0.210 / 1M	$0.120 / 1M
Output Price	$0.840 / 1M	$0.800 / 1M
Cache Read Price	$0.042 / 1M	$0.070 / 1M
Cache Write Price	N/A	N/A
Total Input Tokens	277,130	250,329
Output Tokens	45,188	45,168
Reasoning Tokens	129,163	0
Response Time (avg)	50.32s	19.73s
Response Time (max)	198.82s	208.38s
Response Time (total)	1107.03s	355.09s
Parameters	230B total (10B active)	80B total (3B active)
Availability	Weights available	Open source

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.

#360 MiniMax M2.7

medium

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

#366 Qwen3 Coder Next

default

Invalid SVG

Cost: $0.058
Time: 246.3s
Tokens: 64,126 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 M2.7	4.7	3.1	33.3%	1		198.82s	162,603	26,630	17
Qwen3 Coder Next	3.9	9.6	0.0%	0		208.38s	116,102	33,360	0

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
Qwen3 Coder Next	3.6	10.0	0.0%	0		3.31s	645	1,321	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
Qwen3 Coder Next	4.6	7.9	22.2%	1		2.22s	7,442	621	0

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
MiniMax M2.7	3.8	1.6	50.0%	2		72.12s	94,380	9,946	33,704
Qwen3 Coder Next	3.0	10.0	0.0%	0		30.86s	107,180	8,541	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
Qwen3 Coder Next	6.5	10.0	50.0%	0		1.32s	7,758	246	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		39.70s	254	8	12,906
Qwen3 Coder Next	5.3	10.0	33.3%	0		871ms	762	26	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
Qwen3 Coder Next	10.0	10.0	100.0%	0		1.34s	498	152	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
Qwen3 Coder Next	6.3	10.0	50.0%	0		7.78s	684	63	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
Qwen3 Coder Next	3.0	10.0	0.0%	0		24.34s	678	571	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
Qwen3 Coder Next	10.0	10.0	100.0%	0		2.47s	8,364	255	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
Qwen3 Coder Next	3.0	10.0	0.0%	0		601ms	216	12	0

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