AI + DATA | E-Commerce Operations Team | U.S.

Demand Signal Model Improved Inventory Planning Decisions

The team needed a better way to see when demand was changing before stockouts or overbuying became obvious. We combined sales, marketing, and product-level signals into a forecasting workflow that flagged demand shifts and gave operators a cleaner planning view.

Measured outcomes

  • 18% Forecast error reduction
  • SKU-level Planning visibility
  • Weekly Refresh cadence

Implementation summary

Render Analytics connected the relevant systems, data signals, workflows and reporting logic so the team could make decisions from cleaner evidence and focus on measurable outcomes.