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// Industry

Training cluster sourcing for AI labs, model providers, and AI-native startups.

// QUICK ANSWER

Group APZ helps AI labs and AI-native companies stand up training and inference clusters: securing GPU allocation, sourcing HGX and rack-scale GPU systems, supplying the InfiniBand or Spectrum-X fabric, and negotiating the contracts that protect the company through hypergrowth.

// 01Diagnostic
4 ISSUES · 4 ACTIONS

Common challenges

01Allocation scarcity on H200, B200, and GB200 NVL72
02Tight timelines between funding rounds and cluster live dates
03Limited internal procurement capacity competing with engineering priorities
04Multi-region facility decisions with different supplier ecosystems

How Group APZ helps

01Run GPU and server sourcing on a founder- or infra-lead-friendly cadence
02Stand up the full cluster BOM: compute, fabric, storage, racks, optics
03Negotiate MSAs, warranties, and spares strategy that fit the burn
04Provide fractional procurement leadership as the company scales

AI-native companies move at a pace that traditional procurement cannot match. We embed quickly, work directly with the founders or infra leads, and run the sourcing process at the speed the roadmap requires — without leaving the company exposed on contracts, warranty, or supply continuity.

// 02Services
3 FEATURED

Hardware Supply

GPU Procurement

Sourcing NVIDIA, AMD, and accelerator GPUs at allocation pricing.

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Hardware Supply

Server Procurement

AI training, inference, and general-compute server sourcing.

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Hardware Supply

Networking & Infrastructure

InfiniBand, Spectrum-X, and the rack-to-rack plumbing for AI clusters.

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// 03Questions

Yes. We frequently support first-time hardware buyers, from initial cluster sizing through PO and delivery, in a hands-on engagement model that fits a small infra team.

CTA · AI LABS & AI-NATIVE COMPANIES

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