Back to leaderboard

solar:10.7b

OLLAMA GGUF

llama · 11B · Q4_0

Good

Mar 2, 2026 · Apple M4

cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
63 vs 77
Hardware Fit
87 vs 92
Quality Score
52 vs 70

Hardware

solar:10.7b cogito:8b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

solar:10.7b cogito:8b
Tokens/sec15.821.0
First chunkN/A312 ms
TTFT353 ms312 ms
Load time0.4 s0.8 s
Memory usage6.6 GB10.4 GB
Memory %21%33%

HW Fit Score Breakdown

solar:10.7b

Speed
27/50
TTFT
30/20
Memory
30/30

cogito:8b

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

Quality

solar:10.7b

Reasoning
8/20
Coding
8/20
Instruction
11/20
Structured
14/15
Math
4/15
Multilingual
7/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Adequate

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 solar:10.7b 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