Back to leaderboard

minimax-m2.7:cloud

OLLAMA GGUF

minimax

Not Rec.

Apr 1, 2026 · Apple M4

qwen3.5-9b

LM-STUDIO GGUF

qwen35 · 9B · Q4_K_S

Not Rec.

Mar 14, 2026 · Apple M4

Global Score
74 vs 72
Hardware Fit
34 vs 51
Quality Score
91 vs 81

Hardware

minimax-m2.7:cloud qwen3.5-9b
MachineMac miniMacBook Air
CPUApple M4Apple M4
Cores1010
RAM24 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

minimax-m2.7:cloud qwen3.5-9b
Tokens/sec0.014.4
First chunk7588 ms4 ms
TTFT11.4 s824 ms
Load time0.0 sN/A
Memory usage0.7 GB48.3 GB
Memory %3%151%

HW Fit Score Breakdown

minimax-m2.7:cloud

Speed
0/50
TTFT
4/20
Memory
30/30

qwen3.5-9b

Speed
31/50
TTFT
20/20
Memory
0/30

Quality

minimax-m2.7:cloud

Reasoning
19/20
Coding
18/20
Instruction
15/20
Structured
14/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

qwen3.5-9b

Reasoning
16/20
Coding
15/20
Instruction
16/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest