gemma-4-31b-it-qat
LM-STUDIO GGUFgemma4 · 31B · Q4_K_XL
Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
devstral-small-2-24b-instruct-2512
LM-STUDIO GGUFmistral3 · 24B · IQ4_XS
Sep 20, 2026 · AMD Ryzen 7 5800X 8-Core Processor
Global Score
91 vs 81
Hardware Fit
89 vs 80
Quality Score
92 vs 81
Hardware
gemma-4-31b-it-qat devstral-small-2-2…
MachineASUSSystem manufacturer
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorAMD Ryzen 7 5800X 8-Core Processor
Cores1616
RAM31 GB31 GB
GPUNVIDIA GeForce RTX 4090, RaphaelNavi 44 [Radeon RX 9060 XT]
OScachyos rollingUbuntu 26.04.1 LTS
Archx64x64
Power Modelow-powerperformance
Performance
gemma-4-31b-it-qat devstral-small-2-2…
Tokens/sec40.221.5
First chunk3 ms12 ms
TTFT302 ms212 ms
Load timeN/AN/A
Memory usage18.8 GB15.9 GB
Memory %62%51%
HW Fit Score Breakdown
gemma-4-31b-it-qat
Speed
50/50
TTFT
20/20
Memory
19/30
devstral-small-2-24b-in…
Speed
35/50
TTFT
20/20
Memory
25/30
Quality
gemma-4-31b-it-qat
Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
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
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest