NVIDIA B200
Prices verified July 2026.
Every number, explained
- GPU memory
- 192 GB HBM3e
GPU memory is the workbench — the whole model must fit here or it doesn't run at all. Regular RAM cannot substitute: it sits on a link far too slow for the GPU, which would spend nearly all its time waiting instead of computing.
- Memory bandwidth
- 8,000 GB/s
TODO: verify
How fast the GPU re-reads the model from its own memory. To generate every single word, the GPU re-reads the ENTIRE model — all of it, every word. So faster memory means faster answers: double the bandwidth and the model talks roughly twice as fast.
- Power draw
- 1,000 W — about 0.83 of one home's constant draw (a home draws ~1,200 W around the clock); one day (24 kWh) drains about 0.27 EV battery (an EV battery holds ~90 kWh).
Electricity burned every second the machine runs — this is a real monthly bill, not a spec-sheet footnote. We translate it below into homes and electric-car batteries so you can feel the size of it.
- Form factor
- SXM module (mounts on a GPU server board, 8 per server)
The CPU is the traffic director — it does almost none of the AI math. Don't overspend here; the GPU does the work.
- Price
- ~$50,000
What it's for: NVIDIA's Blackwell flagship chip — 192 GB and enormous bandwidth for the biggest single-chip jobs.
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