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NVIDIA RTX Pro 6000 Blackwell vs AMD RX 9070 XT 16GB for local LLMs

71 reports on the NVIDIA RTX Pro 6000 Blackwell and 21 on the AMD RX 9070 XT 16GB

Which is faster for local LLMs?

Nobody has reported the same model at the same quant on both cards yet, so there's no measured head-to-head. Memory bandwidth, which caps how fast a card can write, is 2.8x higher on the NVIDIA RTX Pro 6000 Blackwell (1,792 GB/s on the NVIDIA RTX Pro 6000 Blackwell, 640 on the AMD RX 9070 XT 16GB). The estimates below compare them on the models people run most.

NVIDIA RTX Pro 6000 Blackwell
Memory
96GB
Memory bandwidth
1,792 GB/s
FP16 compute
503 TFLOPS
Reports
71
AMD RX 9070 XT 16GB
Memory
16GB
Memory bandwidth
640 GB/s
FP16 compute
195 TFLOPS
Reports
21

Estimated by the calculator

The quant the calculator recommends for each card and its estimated speed at a 32,768-token context with 32 GB of system RAM, from memory bandwidth and the model's shape.

ModelNVIDIA RTX Pro 6000 BlackwellAMD RX 9070 XT 16GB
Qwen3.8 27B18.3 t/sFP1641.7 t/sQ2_K
Qwen3.8 125B · 6B active83.1 t/sQ5_K_Sdoesn't fit at these settings
Qwen3.6 35B · 3B active57.5 t/sFP16138.0 t/sQ2_K
DeepSeek V4 Flash 284B · 13B active130.8 t/sQ2_Kdoesn't fit at these settings
Qwen3.6 27B18.3 t/sFP1641.7 t/sQ2_K
Gemma 4 26B · 4B active49.3 t/sFP1693.0 t/sQ3_K_S

Change the context, RAM or model in the calculator: NVIDIA RTX Pro 6000 Blackwell · AMD RX 9070 XT 16GB

Every report on each card, with its source: NVIDIA RTX Pro 6000 Blackwell · AMD RX 9070 XT 16GB

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