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Radeon AI Pro R9700 vs RTX 3090 x8

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Best sourced output tok/s per model (single-stream generation) — engine and version, quantization, context and a source link on every row. Hover a value for the quant.

Radeon AI Pro R970014 sourced runs · best 969.4 tok/s
RTX 3090 x84 verified runs · best 91.2 tok/s

Specs and evidence

Radeon AI Pro R9700RTX 3090 x8
VRAM32 GB24 GB
Sourced runs on the board144
Models measured143
Best output tok/s969.4 tok/s91.2 tok/s
Highest measured peak VRAM92.2 GB184.3 GB
Street price (latest snapshot)——

Sourced rows only. Peak VRAM is recorded by the person who ran the benchmark, so it is a floor for what the card can hold, not a specification. Price snapshots.

Head-to-head

On the 2 models measured on both cards, Radeon AI Pro R9700 leads on 0, RTX 3090 x8 on 2. The widest gap is on GLM-5.3-Flash: Radeon AI Pro R9700 17.4 tok/s vs RTX 3090 x8 75.2 tok/s (RTX 3090 x8 333% faster).

The measured matrix

ModelRadeon AI Pro R9700RTX 3090 x8
Qwen3.6-35B-A3B969.4 MQ4R—
Qwen3.5-0.8B554.5 MQ4—
LFM2.5-230M520.0 MQ4—
LFM2.5-350M466.0 MQ4—
Qwen3.5-27B286.6 MQ4-AWQ—
LFM2.5-8B-A1B241.1 MQ4—
gemma-4-E2B-it169.7 Q8_0—
gemma-4-E4B-it137.0 Q4_K_M—
Muse-Glimmer-30B134.6 Dynamic-Q4_K_XL + DFlash2-Q4_K_M—
DeepSeek-V4-Flash-073159.4 IQ2_XXS91.2 FP8_E4M3
GLM-5.3-Flash17.4 UD-IQ1_M75.2 AWQ-4bit
keys-DeepSeekV4Flash-Vision-EXP-ablit—66.8 FP8
Qwen3.8-27B64.3 Q4_0—
Qwen 3.8 Flash-Next Base57.0 IQ3_S—
Qwen3.8-Flash-Next25.6 IQ4_XS—

Head-to-head (models tested on both): Radeon AI Pro R9700 0 · RTX 3090 x8 2 · tied 0 · data as of Oct 30, 2026. Full rules: methodology.

Related reading: RTX 5090 vs 3090 · quantization · Value index · Full board

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