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Compare / H200 vs B200 vs B300

The three NVIDIA GPUs you'll be quoted in 2026.

H200 (Hopper), B200 (Blackwell), B300 (Blackwell Ultra). Three price points, three shipping windows, three sweet spots. This is how we frame the choice for clients.

Spec sheet — at a glance

What you're actually buying.

NVIDIA H200 NVL

Hopper
Memory
141 GB HBM3e
Bandwidth
4.8 TB/s
FP4 inference
— (FP8 instead — 3,958 TFLOPS sparse)
NVLink
NVLink 4 (900 GB/s)
Shipping
Volume — 2024 onward
Available in
Workload fit

Which GPU wins for which workload?

Long-context reasoning (200K – 1M tokens)

H200
OK — KV cache pressure on 70B+
B200
Good
B300
Best — denser HBM3e per GPU

70B production inference

H200
Good — cheapest per token
B200
Better — FP4 changes economics
B300
Best — long-context headroom

70B–400B fine-tuning

H200
Possible with parallelism
B200
Good
B300
Best

Frontier training (>1T)

H200
Not the right tool
B200
Multi-node DGX SuperPOD
B300
GB300 NVL72 rack-scale

Cost-sensitive inference

H200
Best price/performance today
B200
Better tokens-per-MYR than H200
B300
Allocation-constrained
Buy now vs wait?

The honest read.

Order H200 today

You need 70B-class inference on a budget and your workload doesn't push the GPU memory ceiling. Best price/performance per token in 2025.

Order B200 today

You're refreshing in 2025–2026 and want the FP4 economics. Allocation is easier than B300, and you can step up to B300 later in the same DGX SuperPOD fabric.

Plan for B300

Reasoning workloads with long context dominate your roadmap, OR you specifically need GB300 NVL72 for rack-scale. Allocation conversation now.

Right GPU, wrong system class?

We pair the GPU choice with the right chassis and fabric.

02Talk to EMARQUE

Tell us about your workload.

Model size, concurrency, latency budget, deployment site. EMARQUE returns a quote in MYR within one Malaysian business day, sized to the workload — not the salesperson’s quota.

  1. 01

    Key Account Manager

    +6012 627 2280
  2. 02

    Request for Quotation

    business@emarque.co