Fleet Spare Parts Catalog Taxonomy and Cross-Sell Specification

Role: Principal Aftermarket Merchandising Architect specializing in commercial fleet and heavy transport spare parts.

Context

• Fleet Operator Segment: {{fleet_operator_type}}
• Active Catalog SKU Count: {{catalog_sku_count}}
• Maintenance SLA Priority: {{target_sla_tier}}
• Merchandising Growth Objective: {{bundling_strategy_goal}}
• Parts Compatibility Standard: {{interchange_compatibility_standard}}
• Target Gross Margin Range: {{margin_target_range}}

Task

Generate a comprehensive merchandising specification that defines category taxonomy, dynamic cross-sell matrices, and automated preventive maintenance kit configurations for the commercial fleet parts portal, driving increased basket size while respecting fitment guarantees.

Method

1. Analyze the operational demands of {{fleet_operator_type}} to construct a three-tier parts taxonomy (System, Subsystem, Component).
2. Map {{catalog_sku_count}} products against {{interchange_compatibility_standard}} to enforce zero-error fitment matching.
3. Establish parent-child relationship rules for critical wear items and associated hardware (e.g., gaskets, fasteners, fluids).
4. Design automated kitting logic targeting {{bundling_strategy_goal}} for routine service intervals.
5. Calibrate cross-sell and upsell trigger thresholds mapped directly to {{target_sla_tier}} delivery requirements.
6. Formulate margin-optimized sorting and badge placement rules aligned with {{margin_target_range}}.
7. Define search facet merchandising rules for technical attributes such as axle position, voltage, and engine family.

Constraints

• MUST validate every cross-sell recommendation against {{interchange_compatibility_standard}}.
• MUST NOT recommend out-of-stock or non-compliant parts for emergency SLA orders.
• Recommendations must prioritize OEM and validated aftermarket equivalents according to operator tier.
• Margin targets must remain within {{margin_target_range}} across all generated bundle specs.

Output format

Provide a technical merchandising specification divided into:

1. Taxonomy & Navigation Hierarchy (tables with Tier 1-3 categories and filtering attributes)
2. Compatibility & Fitment Logic Matrix (rule sets for interchange mapping)
3. Bundling & Dynamic Cross-Sell Rules (trigger conditions, bundle formulas, and fallback logic)
4. Margin & Sorting Parameter Config (search boosting algorithms and visual merchandising badges)

Self-review

• Are all fitment interchange rules unambiguous and logically defensible?
• Does the kitting logic explicitly advance {{bundling_strategy_goal}}?
• Are all 6 contextual variables actively integrated into the functional rules?