EXHIBIT D the receipts EXHIBIT D the receipts Work/Automated Replenishment Reports Saved 120+ Hours Monthly P&G; Canada (Walmart Canada) Automated Replenishment Reports Saved 120+ Hours Monthly 120+ hours saved monthly — replenishment from 3-day reviews to minutes. Founder's track record 120+ analyst-hours saved per month Book a 30-min strategy call Read the case ↓ Founder’s track record built while at P&G; Canada. The in-house operator experience Clarivant is built on.

The starting point P&G;’s eight Walmart Canada replenishment analysts each spent ~3 days a week pulling SKU-store fill-rate data from Retail Link and scanning for issues by hand. Problems surfaced Thursday or Friday — too late for the next cycle — and phantom inventory, stock sitting in the backroom rather than on the shelf, was invisible to everyone. The method I automated the whole extraction-to-insight pipeline: overnight Retail Link pulls, plus phantom-inventory logic that compared POS velocity against on-hand stock with thresholds tuned by category.

Each analyst got a Monday-ready dashboard ranking their stores by revenue impact,



and category leads got a weekly top-10 by estimated revenue across every territory. The result The team saved 120+ analyst-hours a month — roughly three full time weeks redirected from wrangling to action. In-stock rose 1% across Walmart Canada (meaningful at P&G;’s scale), on-time deliveries improved 5%, and analysts shifted from reactive problem-finders to proactive solvers — with the automated Monday report becoming the team’s standard rhythm. ← All case studies Next case: Ecommerce Data Foundation for Digital-Native Brand → SIGNATURE PAGE countersign this file Want a verdict like this on yours?

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📌 Automated Replenishment Reports Saved 120+ Hours Monthly (Calgary)
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