Back to leaderboard

llama3.1:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 2, 2026 · Apple M4

Qwen3.8-27B-UD-IQ4_XS_unsloth:latest

OLLAMA GGUF

qwen35 · 27.3B · IQ4_XS

Excellent

Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
75 vs 80
Hardware Fit
93 vs 60
Quality Score
67 vs 89

Hardware

llama3.1:8b Qwen3.8-27B-UD-IQ4…
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

llama3.1:8b Qwen3.8-27B-UD-IQ4…
Tokens/sec20.310.8
First chunkN/A891 ms
TTFT315 ms891 ms
Load time1.1 s0.0 s
Memory usage10.4 GB17.6 GB
Memory %33%57%

HW Fit Score Breakdown

llama3.1:8b

Speed
33/50
TTFT
30/20
Memory
30/30

Qwen3.8-27B-UD-IQ4_XS_u…

Speed
18/50
TTFT
20/20
Memory
22/30

Quality

llama3.1:8b

Reasoning
12/20
Coding
15/20
Instruction
13/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

Qwen3.8-27B-UD-IQ4_XS_u…

Reasoning
17/20
Coding
18/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
10/10
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