Start with the application,
then define procurement conditions.

AI computing, data-center and enterprise IT infrastructure requirements each bring different specification boundaries, delivery cadences and lifecycles. We organize procurement conditions for CPUs, GPUs, memory, enterprise storage, networking and interconnects, semiconductors and server systems around the application context.

APPLICATION CONTEXTAssessment priorities follow the application, destination and product lifecycle.

PRODUCT DOMAINS

Start with the application,
understand the requirement boundary.

Starting from the application context for AI computing, data centers and enterprise IT infrastructure, we bring the specifications, source analysis and delivery conditions for CPUs, GPUs, memory, enterprise storage, networking and interconnects, semiconductors and server systems into one procurement assessment.

01

Enterprise CPUs

Assess core count, TDP, socket, memory and PCIe / CXL compatibility for servers, workstations and professional computing platforms.

Server CPUWorkstation CPUSingle / Multi-SocketPCIe 5.0 I/OCXL Support
02

GPUs & accelerators

Define VRAM, interconnect, thermal and platform requirements for training, inference and professional computing.

Professional GPUCompute AcceleratorInference PlatformGPU ServerAccelerator Interconnect
03

Servers & platforms

Configure processors, memory, storage and expansion for rack servers, GPU servers and workstations.

Rack ServerGPU ServerWorkstationServer MainboardRAID / HBA
04

ECC server memory

Assess capacity, channel, generation, ECC and motherboard compatibility for data-center and server platforms.

DDR5 RDIMMDDR5 LRDIMMDDR4 RDIMMECC UDIMMCXL Memory
05

NVMe SSDs

Match interface, capacity and platform requirements for high IOPS, low latency and write endurance.

PCIe 4.0 NVMePCIe 5.0 NVMeU.2 / U.3E1.S / E3.SM.2 NVMe
06

Enterprise SSDs & HDDs

Plan capacity, endurance, architecture compatibility and lifecycle for enterprise SATA / SAS SSDs and HDDs.

SATA SSDSAS SSDSAS HDDNearline HDDData Center HDD
07

Networking equipment

Define port speed, protocol and expansion requirements for switching, routing, Ethernet and data-center networks.

Ethernet SwitchingRouting10 / 25 / 100GbEData Center FabricRack Integration
08

NICs, DPUs & optical interconnect

Assess bandwidth, interfaces and end-to-end compatibility for NICs, DPUs, optical modules and cable interconnects.

Ethernet NICSmartNICDPUOptical TransceiverDAC / AOC
09

Semiconductor & embedded components

MCU, power, BMS, isolation, sensing and connectivity components for automotive, industrial-control and embedded applications.

Automotive MCUPower ICBMS ICAnalog & Mixed SignalSiC / GaN / IGBT

HOW WE QUALIFY REQUIREMENTS

Start with the conditions,
then the part number.

Beyond the product itself, we incorporate project timing, destination, use case, substitution scope and lifecycle into the global procurement assessment.

A

Application fit

Understand the target system, specification boundaries and critical performance requirements.

B

Procurement route

Bring source, product information and required delivery cadence into a clear procurement assessment basis.

C

Delivery conditions

Clarify supply, quality, destination and delivery arrangements around the project requirement, so the next procurement decision has a stronger basis.

PROJECT INPUTS

What changes
the procurement assessment.

For the same model, we adjust the procurement assessment approach around industry, use, destination, source, documentation and delivery priorities.

APPLICATION

Performance boundaries

Thermal, reliability, certification and existing-platform compatibility shape the acceptable options.

LIFECYCLE

Program horizon

Production cadence, maintenance horizon and end-of-life risk should be assessed before procurement.

DELIVERY

Delivery conditions

Destination, receiving conditions and project milestones shape the supply arrangement and delivery cadence.

NEXT STEP

Turn the context into
a clearer procurement request.