Compare

Compare local AI hardware with workload-aware output.

Operating mode: Balanced. Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.

MacBook Pro M3 Pro 18GB wins for coding in balanced mode

Based on model fit, speed, and quality across top recommendations.

Winner

SQwen 3.5 9B

llama.cppQ4_K_MRuns well

10.5 GB / 13.0 GB

21.4 tok/s34K ctx

AGemma 4 E4B

llama.cppQ4_K_MRuns well

9.0 GB / 13.0 GB

18.3 tok/s65K ctx

ACodeGeeX 4 9B

llama.cppQ4_K_MRuns well

8.9 GB / 13.0 GB

21.8 tok/s121K ctx

SQwen 3.5 9B

llama.cppQ4_K_MTight fit

10.3 GB / 11.5 GB

25.5 tok/s25K ctx

AGemma 4 E4B

llama.cppQ4_K_MRuns well

8.8 GB / 11.5 GB

21.7 tok/s50K ctx

ACodeGeeX 4 9B

llama.cppQ4_K_MRuns well

8.7 GB / 11.5 GB

25.9 tok/s89K ctx

Quick comparison