Back to leaderboard

codestral:22b

OLLAMA GGUF

llama · 22.2B · Q4_0

Good

Jun 26, 2026 · Cortex-X925

qwen3-vl:8b

OLLAMA GGUF

qwen3vl · 8.8B · Q4_K_M

Good

Apr 28, 2026 · Intel Xeon® Gold 6230

Global Score
67 vs 72
Hardware Fit
67 vs 89
Quality Score
67 vs 64

Hardware

codestral:22b qwen3-vl:8b
MachineNVIDIA NVIDIA_DGX_SparkHP HP Z8 G4 Workstation
CPUCortex-X925Intel Xeon® Gold 6230
Cores2080
RAM122 GB252 GB
GPUDevice 2e12TU104GL [Quadro RTX 5000]
OSUbuntu 24.04.4 LTSUbuntu 24.04.4 LTS
Archarm64x64
Power Modeperformancelow-power

Performance

codestral:22b qwen3-vl:8b
Tokens/sec17.268.2
First chunk129 ms285 ms
TTFT129 ms2.0 s
Load time11.6 s42.4 s
Memory usage18.9 GB7.1 GB
Memory %16%3%

HW Fit Score Breakdown

codestral:22b

Speed
17/50
TTFT
20/20
Memory
30/30

qwen3-vl:8b

Speed
50/50
TTFT
9/20
Memory
30/30

Quality

codestral:22b

Reasoning
11/20
Coding
17/20
Instruction
9/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Weak Multilingual: Strong

qwen3-vl:8b

Reasoning
16/20
Coding
3/20
Instruction
10/20
Structured
11/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Poor Instruction Following: Adequate Structured Output: Adequate Math: Strong Multilingual: Strong
View codestral:22b details | View qwen3-vl: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