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United StatesConsumer goods2023 – ongoing

Church & Dwight

Storesight shelf monitoring for phantom inventory

Church & Dwight used AI shelf photos to arrange roughly $200,000 in replenishment orders

WorkingCompany's own claim

Problem

Retail inventory records sometimes showed products in stock when shelves were empty. Church & Dwight needed evidence to resolve those discrepancies with retailers.

Approach

Church & Dwight partnered with Storesight in 2023 to use AI-enabled shelf monitoring. Staff compared current shelf photos with sales and inventory records. They used evidence of empty shelves to arrange manual replenishment orders.

Results

a couple hundred thousand dollarsreplenishment orders arranged after shelf gaps were documented, according to Church & Dwight's account managerCompany's own claim[1]

Takeaway

Photographic evidence supported replenishment discussions when inventory records overstated availability. The reported order value was not a measured increase in consumer sales.

Categories

Innovation type
Process innovation
AI technology
Computer vision
Evidence
Company's own claim

Sources

  1. Church & Dwight Tackles Phantom Inventory With AI-Enabled Merchandising
    Consumer Goods Technology28 Oct 2025News article

Source summaries

[1]Consumer Goods Technology28 Oct 2025

Church & Dwight's account manager described using Storesight photos to identify phantom inventory and support replenishment orders worth a couple hundred thousand dollars. The system also documented pricing and display problems.

Full details are in the original sources.

Added 1 Nov 2026 · Updated 1 Nov 2026
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