When the Shelf Is Invisible: A Reorder-Gated Method for New-Product Decisions in Opaque Wholesale Channels

Abstract

Purpose: Small suppliers may see dealer orders but not consumer sell-through. This study asks which observable channel event should trigger a new-product decision and what managers may reasonably infer from it.

Method: An analytical single case uses three ERP-recorded opening orders from three Bangladeshi dealers between 6 May and 16 July 2026: 275 sets across 34 product variants. Transaction records were separated from practitioner interpretation and classified by timing relative to consumer exposure. 

Findings: At cutoff, none had been delivered, billed, paid or reordered; the case therefore cannot validate reorders as predictors of demand. Opening orders show dealer commitment, while a paid post-exposure reorder would provide evidence consistent with depletion. Repeated reorders would indicate channel persistence, although alternative explanations would remain.

Contribution: Academically, the inference-rights framework links observable events to bounded claims; managerially, it yields proportionate hold, continue, investigate or scale decisions. Longitudinal, multi-firm evidence is required before validation.