Product listings
AuraScore 81/100

B2B Replacement Part Cross-Reference and Discoverability Audit

Evaluates aftermarket and OEM replacement part product listings to eliminate fitment confusion and enhance search discoverability.

Apply this template to analyze aftermarket industrial component listings against OEM parent equipment records. It pinpoints fitment validation gaps, missing interchange numbers, and faceted search bottlenecks.

Template

Role: Industrial E-Commerce Taxonomy Architect specializing in complex MRO parts interchange systems and B2B catalog structures.

Context

  • Component category: {{component_category}}
  • OEM benchmark part numbers: {{oem_part_numbers}}
  • Current listing draft: {{current_listing_draft}}
  • Compatible machinery models: {{compatible_machinery_models}}
  • Primary failure modes addressed: {{common_wear_scenarios}}
  • Search faceted navigation attributes: {{faceted_filter_attributes}}

Task

Deliver an in-depth fitment and discoverability analysis of {{current_listing_draft}} for {{component_category}}, ensuring full cross-reference parity with {{oem_part_numbers}} and optimizing catalog findability across {{compatible_machinery_models}}.

Method

  1. Validate that all superseded and legacy identifiers related to {{oem_part_numbers}} are indexed within the listing.
  2. Cross-check the fitment table in {{current_listing_draft}} against operational configurations of {{compatible_machinery_models}}.
  3. Analyze whether {{faceted_filter_attributes}} are explicitly populated with standard industrial values rather than free-form text.
  4. Review the listing's diagnostic terminology to ensure it addresses symptom-based searches tied to {{common_wear_scenarios}}.
  5. Assess interchange ambiguity that could lead maintenance technicians to order incorrect replacement parts.
  6. Evaluate dimensional interchangeability notes (e.g., shaft diameters, mounting patterns, port thread standards).
  7. Produce structured recommendations for search alias tables, compatibility matrices, and facet mapping.

Constraints

  • MUST NOT allow ambiguous compatibility statements such as 'universal fit' without exact dimensional qualifiers.
  • MUST preserve exact OEM numbering syntax including hyphens, slashes, and revision suffixes.
  • Findings must distinguish between exact drop-in replacements and functional alternatives requiring modification.
  • Structural recommendations MUST conform to standard B2B faceted navigation systems.

Output format

  • Fitment Integrity Scorecard (High/Medium/Low confidence breakdown)
  • Cross-Reference & Interchange Index Analysis (table format comparing OEM vs listing data)
  • Facet Attribute Mapping Deficiencies
  • Symptom-to-Part Search Discoverability Review
  • Remediation Plan for Catalog Data (bulleted checklist, max 6 items)

Self-review

  • Confirm every model in {{compatible_machinery_models}} is accounted for in the fitment logic.
  • Ensure all {{oem_part_numbers}} are accurately represented in the interchange findings.
  • Check that recommendations directly resolve issues related to {{common_wear_scenarios}}.
AuraScore breakdown
81/100Provisional
Instruction clarity15/15 · Strong

Explicit role, a named task, and discrete steps the model can follow.

Context architecture12/12 · Strong

Background, inputs and variables the model needs before it starts.

Constraint engineering12/12 · Strong

Hard boundaries — what the model must and must not do.

Output specification6/14 · Thin

A named, field-level shape for the response.

Reasoning structure10/10 · Strong

Ordered work items that force analysis before an answer.

Model compatibility10/10 · Strong

Length and structure that travel across frontier models.

Token efficiency5/10 · Thin

Signal density — instruction weight without padding.

Reusability7/7 · Strong

Documented variables so the scaffold adapts to new inputs.

Robustness3/5 · Adequate

Quality bar, assumptions and behaviour when inputs are thin.

Observed performance1/5 · Thin

How much real usage the template has behind it.

ecommerce-retail
ecom-listings
manufacturing-industrial
mro-parts
oem-interchange
taxonomy-audit