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State of GPU Compute 2026

Server compare

GIGABYTE G593-ZD1-AAX3 vs NVIDIA DGX B300

B has 1,176 GB more GPU memory. A costs €32.00 an hour instead of €48.00.

AGIGABYTE · H200
GIGABYTE G593-ZD1-AAX3
GPU memory
141 GB × 81,128 GB
System memory
6144GB (DDR5 ECC REG)
€32.00/server·hr
Δ GPU memoryB+1,176 GBmore on this side
Δ RateA−€16.00less per server·hr
Δ System memoryA+4,144 GBmore on this side
BNVIDIA · B300
NVIDIA DGX B300
GPU memory
288 GB × 82,304 GB
System memory
2000GB (DDR5 ECC REG)
€48.00/server·hr

Side by side

Every spec, line by line.

Values exactly as each builder lists them. Lines that differ are marked; identical lines are dimmed.

11 lines differ · model name and ID not counted

AGIGABYTE G593-ZD1-AAX3
8× H200 · GIGABYTE
BNVIDIA DGX B300
8× B300 · NVIDIA
Server
Model
AGIGABYTE G593-ZD1-AAX3
BNVIDIA DGX B300
Brand(differs)
AGIGABYTE
BNVIDIA
GPU(differs)
A8 x NVIDIA H200
B8 x NVIDIA B300 SXM
GPU family(differs)
AH200
BB300
CPU(differs)
AConfigurable on request
B2x Intel Xeon 6776P (64c/128t, 2.3GHz-3.9GHz, 350W)
System memory(differs)
A6144GB (DDR5 ECC REG)
B2000GB (DDR5 ECC REG)
Local storage
AConfigurable on request
BConfigurable on request
Form factor
AConfigurable on request
BConfigurable on request
Model ID
Agigabyte-g593-zd1-aax3
Bnvidia-dgx-b300
GPU
Architecture(differs)
ANVIDIA Hopper
BNVIDIA Blackwell Ultra
Memory per GPU(differs)
A141 GB HBM3e
B288 GB HBM3e
GPU memory per server(differs)
A1,128 GB
B2,304 GB
GPU interconnect
ANVLink, all-to-all
BNVLink, all-to-all
Rental
On-demand, full server(differs)
A€32.00/hr
B€48.00/hr
On-demand, per GPU(differs)
A€4.00/hr
B€6.00/hr
Reserved, 12 months(differs)
A€24.00/hr
B€40.00/hr
Billing
APer second
BPer second
Rates in EUR excluding VAT. Fields a builder leaves open are configured to order.

Cost and memory

Price the run before you start.

Both panels read the live price list. A and B mark where your two servers sit.

What a run costs.

Pick a plan, how many GPUs and how long. Totals use the same hourly rates as the price list.

Plan
GPUs
Run length
AGIGABYTE G593-ZD1-AAX3
€768
8× H200 · 24 hours
BNVIDIA DGX B300
€1,152
8× B300 · 24 hours

A costs €384 less for this run (33% lower).

Same run on every family
  • B300B€1,152
  • B200€960
  • H200A€768
  • H100€576
On-demand rates · EUR excl. VAT
GPU memory per server
  • B300B2,304 GB
  • B2001,440 GB
  • H200A1,128 GB
  • H100640 GB
HBM on the GPUs, not system RAM

How much fits.

GPU memory decides which models load without sharding. Compare it per card, per server, or against what you pay.

Metric
Model weights that fit, per server
ServerFP16FP8
A8× H200564B1,128B
B8× B3001,152B2,304B

Parameters, in billions, whose weights fit in GPU memory at 2 bytes (FP16) or 1 byte (FP8). KV cache and activations need room on top.

Case studies

How teams chose their server.

Write-ups from teams who picked between servers like these. Shown as a sample until approved stories exist.
Sample

Placeholder for a customer story about choosing between these two servers. Real quotes appear here once approved.

Customer nameRole, Company
Before and after · product facts
GPU memory per server
Bbefore2,304 GB
Aafter1,128 GB
24-hour run, on demand
Bbefore€1,152
Aafter€768

Sample layout: B is the server a team moved from, A the one it moved to.

Ready to pick

Rent the H200 or the B300. Switch any time.

Start on demand, keep the one that fits, and reserve it when the workload settles. Billing is per second, in euros.

On-demand ratesEUR · excl. VAT
  • B300€6.00/GPU·hr
  • B200€5.00/GPU·hr
  • H200€4.00/GPU·hr
  • H100€3.00/GPU·hr