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About

How we rank & score

Intel · Gaudi · Layer 2

Intel Gaudi 3

Buyers who want standard Ethernet networking instead of proprietary interconnect, and a genuinely lower acquisition price.

buy You can purchase this outright.

Specifications

Memory
128 GB HBM2E
Bandwidth
3.7 TB/s
Compute
Gaudi-generation BF16/FP8
Power
600 W
Interconnect
Integrated RoCE over Ethernet
Software
SynapseAI, PyTorch
Form factor
accelerator
Workload
both

Verified 2026-09-06. Fields reading “not published” are exactly that — we do not estimate a figure a vendor withholds.

The catch

The smallest software ecosystem of the major options. Intel's roadmap for this line has also been the least predictable, which is a procurement risk independent of the silicon.

The economics

Priced to undercut. The saving is real; the engineering time to make your stack work on it is the cost nobody quotes.

Cost per million tokens is the metric that decides most real purchases, and there is no neutral benchmark for it — every published figure comes from a company selling one side of the comparison. Read all of them, ours included, as claims rather than measurements.

The power question underneath this

A rack of frontier accelerators draws 120–200 kW against a 2026 average of about 27 kW, and the US grid interconnection queue exceeds 2,600 GW with waits approaching five years. Whether you can energise this part is now a harder question than whether you can buy it.

Layer 1 — Energy · The interconnection queue · Rack power density · Tokens per watt

Compared against

Related silicon

Sources

Macrostack does not sell silicon and takes no commission at this layer — there is no affiliate programme for compute, which is exactly why nobody publishes a neutral comparison of it.

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