H200 vs RTX 4080: Specs, VRAM & Price
Short answer: choose the H200 when 141 GB of VRAM is the gating requirement. Choose the RTX 4080 when 16 GB is enough for the workload and the lower hourly rate points that way.
The H200 has 141 GB of VRAM; the RTX 4080 has 16 GB.
You can rent both by the hour, no purchase required. H200 from $5.05/GPU/hr; RTX 4080 from $0.382/GPU/hr. The RTX 4080 is 92% cheaper at the entry rate.
H200
Good for training and serving frontier-scale LLMs
RTX 4080
Good for inference and light fine-tuning workloads
Last updated: 2026-11-03 UTCRefreshes every 6 hours
Specs side by side
| Spec | H200 | RTX 4080 |
|---|---|---|
| VRAM | 141 GB | 16 GB |
| Memory bandwidth | 4.8 TB/s | 716.8 GB/s |
| Architecture | Hopper | Ada Lovelace |
| Compute capability | 9.0 | 8.9 |
| Precisions in hardware | FP32, FP16, BF16, FP8, INT4 | FP32, FP16, BF16, FP8, INT4 |
| Peak FP16/BF16 tensor TFLOPS | 989 TFLOPS | 194.9 TFLOPS |
| Peak FP8 tensor TFLOPS | 1,979 TFLOPS | 389.9 TFLOPS |
| NVLink / multi-GPU interconnect | NVLink 4, 900 GB/s bidirectional | – |
| Max board power (TDP) | Up to 700W (configurable) | 320W |
| Form factor | SXM | – |
| Regions | 3 | 1 |
On-demand price
| Rate | H200 | RTX 4080 |
|---|---|---|
| Lowest per GPU/hr | $5.05/GPU/hr | $0.382/GPU/hr (cheapest overall) |
Which is better for AI: H200 or RTX 4080?
Choose the H200 when 141 GB of VRAM is the gating requirement. Choose the RTX 4080 when 16 GB is enough for the workload and the lower hourly rate points that way.
H200 vs RTX 4080: common questions
Is the H200 or the RTX 4080 better for AI?
Short answer: choose the H200 when 141 GB of VRAM is the gating requirement. Choose the RTX 4080 when 16 GB is enough for the workload and the lower hourly rate points that way.
Is the H200 or the RTX 4080 cheaper to rent?
On Aquanode's live marketplace the H200 starts at $5.05/GPU/hr (median $5.05/GPU/hr) and the RTX 4080 starts at $0.382/GPU/hr (median $0.516/GPU/hr). The RTX 4080 is the cheaper of the two at the entry rate, by 92%.
What is the difference between the H200 and the RTX 4080?
The H200 has 141 GB of VRAM against the RTX 4080's 16 GB; the H200 is a Hopper part and the RTX 4080 is Ada Lovelace (compute capability 9.0 vs 8.9); both run BF16, FP8, INT4 workloads in hardware. On price, the H200 lists from $5.05/GPU/hr and the RTX 4080 from $0.382/GPU/hr.
How widely available are the H200 and the RTX 4080?
The H200 is listed in 3 regions and the RTX 4080 in 1 region right now.
How much does 1,000 GPU-hours cost on the H200 vs the RTX 4080?
At the lowest rates listed today, 1,000 GPU-hours costs $5,050 on the H200 and $382 on the RTX 4080, a difference of $4,667 for the same runtime. Rates are per GPU per hour and update hourly.
How much VRAM does the H200 have compared to the RTX 4080?
The H200 has 141 GB of VRAM; the RTX 4080 has 16 GB.
Does the H200 or the RTX 4080 support NVLink?
The H200 supports NVLink 4, 900 GB/s bidirectional; the RTX 4080 has no dedicated GPU-to-GPU interconnect.
How this comparison is calculated
Every price is normalized to a per-GPU hourly rate using the same pipeline as every other pricing surface on Aquanode, and only the cheapest qualifying offer per provider is shown. A dash means that provider does not currently list that GPU.
Architecture, compute capability and supported precisions come from each vendor's published datasheet for that generation, not from the marketplace feed. This page regenerates at most once per hour.
Memory bandwidth, tensor TFLOPS, NVLink/interconnect and max board power are the same verified-from-datasheet figures shown on each model's own H200 page and RTX 4080 page, which link the primary vendor source for that model. A dash here means Aquanode hasn't verified that figure from a primary source yet, never a guess.
Go further
Check what fits in each card's memory with the H200 VRAM calculator and the RTX 4080 VRAM calculator, see vendor-published throughput in the GPU benchmarks and specs table, or browse every model by generation in the GPU index.
More H200 comparisons
More RTX 4080 comparisons
Related reading: H200 pricing and specs, NVIDIA H200 guide, H100 vs H200, H200 vs B200 vs GB200, and H100 and H200: SXM vs NVL vs PCIe.
