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NVIDIA RTX Pro 6000 Blackwell vs NVIDIA RTX PRO 6000 Max-Q for local LLMs

70 reports on the NVIDIA RTX Pro 6000 Blackwell and 13 on the NVIDIA RTX PRO 6000 Max-Q

Which is faster for local LLMs?

On DeepSeek V4 Flash 284B · 13B active at 2-bit, the NVIDIA RTX Pro 6000 Blackwell has 45.9 generation tokens/s (one run); prompt processing 362.3 tokens/s (one run); the NVIDIA RTX PRO 6000 Max-Q has 43.6 generation tokens/s (one run); prompt processing 262.0 tokens/s (one run). Those are community reports whose engines and settings differ, so the gap is a rough sign, not a controlled measure of the two cards. Memory bandwidth, which caps how fast a card can write, is about the same on both (1,792 GB/s on the NVIDIA RTX Pro 6000 Blackwell, 1,792 on the NVIDIA RTX PRO 6000 Max-Q).

NVIDIA RTX Pro 6000 Blackwell
Memory
96GB
Memory bandwidth
1,792 GB/s
FP16 compute
503 TFLOPS
Reports
70
NVIDIA RTX PRO 6000 Max-Q
Memory
96GB
Memory bandwidth
1,792 GB/s
FP16 compute
439 TFLOPS
Reports
13

Measured on both

Generation and prompt processing speeds from plain runs (one device, one request, no speculative decoding, the whole model in the device's memory) of the same model size at the same bit class. Each side shows the engines and reported context behind its median. Context can mean a configured window or prompt depth, so these are community comparisons with differing settings. How to read these

ModelNVIDIA RTX Pro 6000 BlackwellNVIDIA RTX PRO 6000 Max-Q
DeepSeek V4 Flash 284B · 13B active2-bit45.9one runPP 362.3 (one run)ds42K context43.6one runPP 262.0 (one run)engine not statedcontext not stated

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. Where a model was also measured above, the measurement wins.

ModelNVIDIA RTX Pro 6000 BlackwellNVIDIA RTX PRO 6000 Max-Q
DeepSeek V4 Flash 284B · 13B active130.8 t/sQ2_K130.8 t/sQ2_K
Qwen3.8 27B18.3 t/sFP1618.3 t/sFP16
Qwen3.8 125B · 6B active83.1 t/sQ5_K_S83.1 t/sQ5_K_S
Qwen3.6 35B · 3B active57.5 t/sFP1657.5 t/sFP16
Qwen3.6 27B18.3 t/sFP1618.3 t/sFP16
Gemma 4 26B · 4B active49.3 t/sFP1649.3 t/sFP16
GLM-5.3 320B · 18B active6.8 t/sQ2_K, experts in RAM6.8 t/sQ2_K, experts in RAM

Change the context, RAM or model in the calculator: NVIDIA RTX Pro 6000 Blackwell · NVIDIA RTX PRO 6000 Max-Q

Every report on each card, with its source: NVIDIA RTX Pro 6000 Blackwell · NVIDIA RTX PRO 6000 Max-Q

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