cogito:8b
OLLAMA GGUFllama · 8.0B · Q4_K_M
Mar 6, 2026 · Apple M4
google/gemma-4-26b-a4b-qat
LM-STUDIO GGUFgemma4 · 26B · Q4_0
Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
77 vs 93
Hardware Fit
92 vs 96
Quality Score
70 vs 92
Hardware
cogito:8b google/gemma-4-26b…
MachineMacBook AirMicro-Star International Co., Ltd. MS-7E51
CPUApple M4AMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM32 GB31 GB
GPUApple M4NVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.3Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
cogito:8b google/gemma-4-26b…
Tokens/sec21.0109.7
First chunk312 ms29 ms
TTFT312 ms156 ms
Load time0.8 sN/A
Memory usage10.4 GB14.6 GB
Memory %33%47%
HW Fit Score Breakdown
cogito:8b
Speed
42/50
TTFT
20/20
Memory
30/30
google/gemma-4-26b-a4b-…
Speed
50/50
TTFT
20/20
Memory
26/30
Quality
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
google/gemma-4-26b-a4b-…
Reasoning
18/20
Coding
19/20
Instruction
18/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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