Back to leaderboard

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Good

Mar 5, 2026 · Intel Gen Intel® Core™ i7-13700K

cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
77 vs 77
Hardware Fit
75 vs 92
Quality Score
78 vs 70

Hardware

qwen3.5:9b cogito:8b
MachineASUSMacBook Air
CPUIntel Gen Intel® Core™ i7-13700KApple M4
Cores2410
RAM64 GB32 GB
GPUNVIDIA GeForce RTX 3070Apple M4
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.3
Archx64arm64
Power Modeunknownbalanced

Performance

qwen3.5:9b cogito:8b
Tokens/sec30.521.0
First chunk291 ms312 ms
TTFT291 ms312 ms
Load time4.8 s0.8 s
Memory usage8.8 GB10.4 GB
Memory %14%33%

HW Fit Score Breakdown

qwen3.5:9b

Speed
34/50
TTFT
20/20
Memory
21/30

cogito:8b

Speed
42/50
TTFT
20/20
Memory
30/30

Quality

qwen3.5:9b

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

cogito:8b

Reasoning
14/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View qwen3.5:9b details | View cogito:8b details

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