AI-Assisted Requirement Review

Review the requirement before pricing the products.

NRCube’s pre-quotation analysis creates a clearer connection between the customer’s requirement, the proposed optical-connectivity products and the commercial quotation.

A procurement control

More than a parts list sent for pricing.

A customer requirement may combine OEM part numbers, platform models, port counts, speeds, distances, cable types and quantities. NRCube uses structured product data and AI-assisted analysis to organize that information before preparing a quotation.

The review is intended to reduce procurement errors and clarification cycles. It does not replace the customer’s or system integrator’s responsibility for architecture design, platform approval, deployment or final compatibility validation.

What NRCube reviews

Six checks between requirement and quotation

Each check organizes the available evidence and keeps incomplete information visible.

01

Requirement interpretation

Organize the submitted BOM, RFQ or port schedule by endpoint, link, speed, form factor, media, connector, reach, topology and quantity.

02

Port and link reconciliation

Compare stated ports, physical links and component quantities, including the two ends of duplex links and the endpoint structure of breakout connections.

03

Technical consistency

Highlight combinations that need clarification, such as SMF and MMF conflicts, LC and MPO differences, BiDi pairing issues, reach gaps or native-versus-breakout confusion.

04

Missing-information review

Identify absent platform details, far-end equipment, port modes, routed distance, connector type, fiber infrastructure, environmental requirements or cable length.

05

Product-option comparison

Compare suitable NRCube transceivers, DACs, AOCs, breakout cables, adapters and fiber-connectivity products against the confirmed requirement.

06

Assumptions and exceptions

Keep every interpretation, unresolved question and platform-dependent requirement visible instead of presenting an unconfirmed assumption as fact.

Commercial option review

Compare suitable options beyond the specification.

Where more than one technically suitable product is available, NRCube may compare alternatives based on availability, estimated lead time, pricing, reach, form factor, cabling requirements and other relevant deployment constraints.

Alternatives are presented with the assumptions and trade-offs used in the comparison. This helps the customer make a more informed procurement decision without implying that NRCube has designed or approved the network.

Review output

A traceable summary before commercial commitment.

Depending on the information supplied and the scope of the enquiry, NRCube can document the following alongside or before its quotation.

  • The requirement as interpreted by NRCube
  • Proposed product options and quantities
  • Customer-supplied OEM PIDs or references
  • Port-to-link quantity reconciliation
  • Suitable alternatives and relevant trade-offs
  • Missing or conflicting information
  • Recorded assumptions and confirmation points
  • Quotation inclusions and exclusions
Complimentary NRCube service

Additional review. No additional service charge.

AI-assisted requirement review is included with NRCube quotation preparation to help customers and system integrators identify missing inputs, reconcile quantities and compare suitable product options before making a procurement decision.

Human review remains essential

AI supports the analysis. NRCube reviews the proposal.

AI can organize, compare and flag information; it does not independently approve a network design or guarantee platform compatibility. NRCube reviews the analysis before presenting proposed products, while the customer or system integrator confirms architecture, platform support and deployment requirements.

NRCube will use OpenAI’s latest suitable GPT reasoning model—currently GPT-5.6 Sol—together with customer-supplied information, NRCube’s structured product data and explicit review rules. Pretrained model knowledge helps interpret terminology and relationships, but it is not treated as the authoritative source for product specifications or platform compatibility.

Worked example

From an initial BOM to a review-ready requirement

This illustrative example shows how AI-assisted analysis can structure the input, reconcile quantities and prepare clarification points for NRCube’s review.

01

Customer-submitted requirement

A system integrator provides the following data-center connectivity requirement.

LineSubmitted requirementQuantity
1100G QSFP28 LR4, 10 km40
2400G QSFP-DD to 4 × 100G breakout cable, 3 m8
325G SFP28 SR optics64
4Duplex LC-LC single-mode patch cords, 5 m40
5Spare optics10%
Additional context20 switch-to-switch 100G links8 × 400G host ports feeding 32 × 100G endpoints32 server-to-switch 25G linksFar-end server and NIC models not yet provided
02

AI-assisted reconciliation

The requirement is normalized into link, endpoint, media and quantity fields before checks are applied.

100G native links20 links × 2 ends = 40 optics

The submitted quantity is mathematically consistent, subject to confirming both endpoints.

25G native links32 links × 2 ends = 64 optics

The submitted quantity is mathematically consistent, subject to fiber and reach confirmation.

400G breakout8 host ports × 4 endpoints = 32 links

Eight breakout assemblies are consistent, but construction and endpoint form factor remain unknown.

03

Gaps and clarification points

The analysis keeps incomplete or conflicting information visible for NRCube and the customer.

  • Confirm the exact switch, line-card, server and NIC models.
  • Confirm support for the required 400G-to-4×100G breakout mode.
  • Clarify whether the breakout requirement is DAC, AOC or modular optics.
  • Confirm the breakout endpoint form factor and cable construction.
  • Provide routed distance and multimode-fiber type for the 25G SR links.
  • Confirm which links require the single-mode patch cords.
  • Confirm whether the 10% spare allowance applies to each optical product line.
04

Illustrative reviewed output

After clarification, NRCube can prepare a traceable product and quantity summary before adding commercials.

Confirmed requirementProposed NRCube optionBaseSparesTotal
100G QSFP28 LR4, SMF, LCNR3100 QSFP28 LR4 family40444
400G to 4 × 100G breakout, 3 mMatching NRCube breakout family after construction confirmation819
25G SFP28 SR, MMF, LCNR3025 SFP28 SR family64771
Duplex LC-LC SMF patch cord, 5 mMatching NRCube SMF patch-cord family40444

Illustrative only. Final NRCube part codes, quantities, compatibility statements, pricing and lead times depend on confirmed customer information and NRCube review.