Back to leaderboard

devstral-small-2-24b-instruct-2512

LM-STUDIO GGUF

mistral3 · 24B · IQ4_XS

Excellent

Sep 20, 2026 · AMD Ryzen 7 5800X 8-Core Processor

google/gemma-4-12b-it-qat

LM-STUDIO GGUF

gemma4 · 12B · Q4_0

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score
81 vs 74
Hardware Fit
80 vs 46
Quality Score
81 vs 86

Hardware

devstral-small-2-2… google/gemma-4-12b…
MachineSystem manufacturerDocker Container
CPUAMD Ryzen 7 5800X 8-Core ProcessorIntel Gen Intel® Core™ i9-11900H
Cores1616
RAM31 GB15 GB
GPUNavi 44 [Radeon RX 9060 XT]TigerLake-H GT1 [UHD Graphics]
OSUbuntu 26.04.1 LTSUbuntu 26.04 LTS
Archx64x64
Power Modeperformanceperformance

Performance

devstral-small-2-2… google/gemma-4-12b…
Tokens/sec21.55.0
First chunk12 ms64 ms
TTFT212 ms5.5 s
Load timeN/A9.5 s
Memory usage15.9 GB0.0 GB
Memory %51%0%

HW Fit Score Breakdown

devstral-small-2-24b-in…

Speed
35/50
TTFT
20/20
Memory
25/30

google/gemma-4-12b-it-qat

Speed
9/50
TTFT
7/20
Memory
30/30

Quality

devstral-small-2-24b-in…

Reasoning
16/20
Coding
17/20
Instruction
17/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Strong

google/gemma-4-12b-it-qat

Reasoning
16/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
9/10
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