Intel Gaudi 2 vs GB300 SXM6

GaudivsBlackwell UltraUpdated 35 days ago

NVIDIA GB300 emerges as the winner for dominant use cases like LLM training and inference: its 2250 TFLOPS FP16, 288 GB VRAM, and 12000 GB/s bandwidth vastly outpace Gaudi 2's 420 TFLOPS, 96 GB, and 2460 GB/s, despite higher 1400W TDP and pending availability.

Intel Gaudi 2 from $0.91/hr

Specifications Compared

SpecGAUDI2GB300
TDP600W1400W
VRAM96 GB288 GB
Memory TypeHBM2eHBM3e
ArchitectureGaudiBlackwell Ultra
Form FactorsOAMSXM
InterconnectEthernetNVSwitch, NVLink
FP16 Performance420 TFLOPS2,250 TFLOPS
FP32 Performance420 TFLOPS90 TFLOPS
Memory Bandwidth2,460 GB/s12,000 GB/s

Performance Analysis

NVIDIA GB300 dominates in FP16 performance at 2250 TFLOPS compared to Intel Gaudi 2's 420 TFLOPS: this excels in inference workloads using half-precision arithmetic, while Gaudi 2's equal 420 TFLOPS FP32 aids training stability requiring full precision. GB300's FP8 capability reaches 4500 TFLOPS, further accelerating quantized inference not matched by Gaudi 2.

Memory bandwidth disparity proves critical: GB300's 12000 GB/s versus 2460 GB/s allows substantially larger batch sizes in training, minimizing data loading bottlenecks for massive datasets. Gaudi 2's 96 GB VRAM limits model sizes relative to GB300's 288 GB, impacting handling of expansive language models.

Power draw reflects capabilities: GB300's 1400W TDP supports peak throughput, while Gaudi 2's 600W enables denser deployments in power-constrained environments.

Live Cloud Pricing

Real-time prices from 25+ providers. Updated every 60 seconds.

Intel Gaudi 2

ProviderGPU ModelVRAMHost SpecsRegionPriceStatusAction
LeaderGPU
LeaderGPU
8×Intel Gaudi 2
96GB VRAM
$0.91/GPU/hr
$7.29/hr total (8×)
Available
Denvr
Denvr
8×Intel Gaudi 2
96GB VRAM
$1.25/GPU/hr
$10.00/hr total (8×)

Compare real-time pricing across 25+ providers

When to Choose the Intel Gaudi 2

Select Intel Gaudi 2 for budget-conscious AI projects: cloud pricing starts at $0.91 per hour with an average of $1.08 per hour across live offers, far below anticipated GB300 costs. Its 600W TDP and OAM form factor suit Ethernet-clustered setups with moderate scale.

Balanced 420 TFLOPS FP16 and FP32 performance fits fine-tuning or smaller LLM training where immediate availability trumps peak specs.

When to Choose the GB300 SXM6

Opt for NVIDIA GB300 in high-end deployments demanding top throughput: 2250 TFLOPS FP16 and 4500 TFLOPS FP8 crush Gaudi 2's 420 TFLOPS for inference on giant models. The 288 GB HBM3e VRAM and 12000 GB/s bandwidth handle enormous batch sizes and datasets effortlessly.

SXM form factor with NVSwitch and NVLink enables seamless multi-GPU scaling for enterprise training clusters.

Use Cases

LLM Training
GB300 SXM6

GB300's 2250 TFLOPS FP16 and 12000 GB/s bandwidth enable faster training of massive models compared to Gaudi 2's 420 TFLOPS and 2460 GB/s. Larger 288 GB VRAM supports bigger datasets without swapping.

LLM Inference
GB300 SXM6

GB300's 4500 TFLOPS FP8 and 2250 TFLOPS FP16 deliver superior low-precision inference speeds over Gaudi 2's 420 TFLOPS FP16. High bandwidth sustains high throughput for production serving.

Fine-tuning
Intel Gaudi 2

Gaudi 2's balanced 420 TFLOPS FP32 matches FP16 for precise fine-tuning tasks, at lower 600W TDP and $0.91 per hour pricing. Availability now avoids GB300 delays.

Stable Diffusion
Either

Gaudi 2 handles diffusion models adequately with 96 GB VRAM and 420 TFLOPS FP16 at cost-effective rates. GB300 accelerates generation via 288 GB VRAM for higher resolutions.

Scientific Computing
Intel Gaudi 2

Gaudi 2's 420 TFLOPS FP32 excels in precision simulations, with Ethernet interconnect for clusters. Lower 600W power fits research budgets versus GB300's 1400W.

Frequently Asked Questions

Which GPU has more VRAM, Gaudi 2 or GB300?

NVIDIA GB300 provides 288 GB HBM3e VRAM, triple Intel Gaudi 2's 96 GB HBM2e. This enables GB300 to load larger models without partitioning.

What is the memory bandwidth difference between Gaudi 2 and GB300?

GB300 achieves 12000 GB/s, nearly five times Gaudi 2's 2460 GB/s. Higher bandwidth on GB300 supports larger batch sizes in training.

How do FP16 performances compare for Gaudi 2 vs GB300?

GB300 delivers 2250 TFLOPS FP16, over five times Gaudi 2's 420 TFLOPS. This gap favors GB300 for half-precision AI inference.

What are the power requirements of these GPUs?

Intel Gaudi 2 uses 600W TDP, half of NVIDIA GB300's 1400W. Gaudi 2 allows more units per rack in power-limited data centers.

Is cloud pricing available for Gaudi 2 and GB300?

Gaudi 2 offers from $0.91 per hour (average $1.08 per hour) across two providers. GB300 has no live cloud offers yet.

What interconnects do Gaudi 2 and GB300 use?

Gaudi 2 relies on Ethernet for scaling. GB300 uses NVSwitch and NVLink for low-latency multi-GPU communication.

Which is cheaper to rent, the Gaudi 2 or the GB300?

Cloud rental prices for both the Gaudi 2 and GB300 vary by provider, configuration, and availability. This page shows live pricing from 25+ providers updated every 60 seconds. Scroll to the Live Cloud Pricing section to compare current rates.

How much VRAM does the Gaudi 2 have compared to the GB300?

The Gaudi 2 has 96 GB of HBM2e memory. The GB300 has 288 GB of HBM3e memory.

Can I find Gaudi 2 and GB300 GPUs available to rent right now?

Yes. This page shows real-time availability across 25+ cloud GPU providers. The Live Cloud Pricing section displays only in-stock offers with current pricing.

What is the main difference between the Gaudi 2 and the GB300?

The Gaudi 2 uses the Gaudi architecture (2022) while the GB300 uses Blackwell Ultra (2025). The GB300 delivers 5.4x the FP16 throughput and 4.9x the memory bandwidth of the Gaudi 2.

Intel Gaudi 2 vs GB300 SXM6: Intel 96GB vs NVIDIA 288GB | GPUPerHour