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URL: https://willitrunai.com/compare?a=instinct-mi325x-256gb

⇱ Compare GPUs for Local AI — Side-by-Side Hardware Analysis | Will It Run AI

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Compare local AI hardware with workload-aware output.

AMD Instinct MI325X 256GB wins for coding in balanced mode

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

AMD Instinct MI325X 256GB

Winner
SDeepSeek V4 Flash
llama.cppq4-k-mRuns well
201.1 GB / 256.0 GB
82.5 tok/s686K ctx
SDevstral 2 123B Instruct
llama.cppq8-0Runs well
163.5 GB / 256.0 GB
39.8 tok/s256K ctx
SMiniMax M2.7
llama.cppq4-k-mRuns well
170.6 GB / 256.0 GB
101.4 tok/s205K ctx

Quick comparison

MetricAMD Instinct MI325X 256GBRTX 4090 24GB
Models that fit33
Avg decode tok/s74.637.9
Best grade score9993

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

RTX 4090 24GB

SCodestral 2 25.08
llama.cppq4-k-mRuns well
19.2 GB / 24.0 GB
42.0 tok/s48K ctx
SQwen 3.6 27B
llama.cppq4-k-mTight fit
20.7 GB / 24.0 GB
31.7 tok/s69K ctx
SDevstral Small 2 24B Instruct
llama.cppq4-k-mTight fit
20.4 GB / 24.0 GB
40.0 tok/s40K ctx