Back to leaderboard

qwen3.5-35b-a3b-t48-c8k:latest

OLLAMA GGUF

qwen35moe · 36.0B · Q4_K_M

Not Rec.

Aug 1, 2026 · Intel Xeon® E5-4620 0

cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
65 vs 77
Hardware Fit
38 vs 92
Quality Score
76 vs 70

Hardware

qwen3.5-35b-a3b-t4… cogito:8b
MachineDell Inc. PowerEdge R820MacBook Air
CPUIntel Xeon® E5-4620 0Apple M4
Cores6410
RAM256 GB32 GB
GPUMicrosoft Remote Display Adapter, Microsoft Basic Display AdapterApple M4
OSMicrosoft Windows Server 2022 Datacenter 10.0.20348macOS 26.3
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3.5-35b-a3b-t4… cogito:8b
Tokens/sec3.421.0
First chunk4210 ms312 ms
TTFT4.2 s312 ms
Load time45.1 s0.8 s
Memory usage22.0 GB10.4 GB
Memory %9%33%

HW Fit Score Breakdown

qwen3.5-35b-a3b-t48-c8k…

Speed
3/50
TTFT
5/20
Memory
30/30

cogito:8b

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

Quality

qwen3.5-35b-a3b-t48-c8k…

Reasoning
16/20
Coding
15/20
Instruction
9/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Weak 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

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