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NVIDIA RTX 6000 Ada vs NVIDIA RTX A6000

Side-by-side local AI comparison — VRAM, memory bandwidth, model compatibility, and estimated tokens per second across 70 open-weight models.

Quick verdict

NVIDIA RTX 6000 Ada wins for local AI inference. It has 25% more memory bandwidth, runs 53 models natively (vs 53), and exclusively fits 0 models the other cannot.

Specs comparison

SpecNVIDIA RTX 6000 AdaNVIDIA RTX A6000
VRAM48 GB48 GB
Memory typeGDDR6GDDR6
Bandwidth960 GB/s(+25%)768 GB/s
ArchitectureAda LovelaceAmpere
BackendCUDACUDA
TierWorkstationWorkstation
Released20222020
Models (native)5353

Estimated tokens per second

Computed from memory bandwidth and model active-parameter weight. Assumes model fits natively in VRAM.

ModelNVIDIA RTX 6000 AdaNVIDIA RTX A6000Delta
Llama 3.3 70B Instruct(70B)27.4 t/s(Q4_K_M)21.9 t/s(Q4_K_M)+25%
Qwen 3.6 27B(27B)35.6 t/s(Q8)28.4 t/s(Q8)+25%
Llama 3.1 8B Instruct(8B)60 t/s(FP16)48 t/s(FP16)+25%
Qwen 2.5 7B Instruct(7.6B)63.2 t/s(FP16)50.5 t/s(FP16)+25%

Delta is NVIDIA RTX 6000 Ada relative to NVIDIA RTX A6000.

Only NVIDIA RTX 6000 Ada can run(0)

No exclusive models — NVIDIA RTX A6000 can run everything NVIDIA RTX 6000 Ada can.

Only NVIDIA RTX A6000 can run(0)

No exclusive models — NVIDIA RTX 6000 Ada can run everything NVIDIA RTX A6000 can.

Both run natively(53)

These models fit in VRAM on both GPUs. Bandwidth determines which runs them faster.

Which should you choose?

Choose NVIDIA RTX 6000 Ada if:
  • • Faster token generation is the priority
  • • You want the newer architecture and longer driver support lifecycle
Choose NVIDIA RTX A6000 if:

    Frequently asked questions

    Which is better for local AI, the NVIDIA RTX 6000 Ada or NVIDIA RTX A6000?
    For local AI inference, the NVIDIA RTX 6000 Ada has the edge. It offers 48 GB VRAM (vs 48 GB) and 960 GB/s bandwidth (vs 768 GB/s), letting it run 53 models natively in VRAM vs 53 for its rival.
    How much VRAM does the NVIDIA RTX 6000 Ada have vs the NVIDIA RTX A6000?
    The NVIDIA RTX 6000 Ada has 48 GB of GDDR6 at 960 GB/s. The NVIDIA RTX A6000 has 48 GB of GDDR6 at 768 GB/s. Both GPUs have the same VRAM amount; bandwidth determines which generates tokens faster.
    Can the NVIDIA RTX 6000 Ada run Llama 3.3 70B?
    Yes. The NVIDIA RTX 6000 Ada runs Llama 3.3 70B natively at Q4_K_M quantization at approximately 27.4 tokens per second.
    Can the NVIDIA RTX A6000 run Llama 3.3 70B?
    Yes. The NVIDIA RTX A6000 runs Llama 3.3 70B natively at Q4_K_M quantization at approximately 21.9 tokens per second.
    What is the difference between the NVIDIA RTX 6000 Ada and NVIDIA RTX A6000 for AI?
    The key difference for AI inference is VRAM and memory bandwidth. The NVIDIA RTX 6000 Ada has 48 GB VRAM at 960 GB/s (CUDA backend). The NVIDIA RTX A6000 has 48 GB VRAM at 768 GB/s (CUDA backend). VRAM determines which models fit; bandwidth determines tokens per second. The NVIDIA RTX 6000 Ada runs 53 models natively vs 53 for the NVIDIA RTX A6000.
    Full NVIDIA RTX 6000 Ada page →Full NVIDIA RTX A6000 page →Check your hardware →