True Demand: The Difference between Assuming and Knowing

Discover the hidden culprits lost in high-level retail reports

When sales and supply chain visibility stops at the retailer or DC level, it can lead to empty shelves and poor service levels. Sell-in data is only a proxy that doesn’t capture actual purchases or true unconstrained demand.

Without a granular approach to understanding inventory and sales, down to individual SKUs and stores, you can think your operations are running efficiently. But do you know if you’re actually meeting demand everywhere it exists?

Download the guide to learn:

  • The problem with relying on average in-stock and on-hand levels
  • Requirements for effective root cause analysis to prevent recurring issues
  • How one of the world’s largest CPG brands went beyond “treating the symptom” to fix the real problems causing out-of-stocks

Related resources


Guide

On-Shelf Availability: A Complete Guide for CPG Brands

On-shelf availability decides CPG revenue at the shelf. See how brands use POS data and agentic AI to close OSA gaps with Alloy.ai.

Read now
Guide

10 Best SPS Commerce Alternatives for Consumer Brands (2026)

Compare the 10 best SPS Commerce alternatives for EDI, integration, and retail analytics. See why consumer brands pick Alloy for real-time POS visibility.

Read now
Guide

AI in Retail Analytics: How Consumer Brands Use AI to Turn Retail Data into Revenue

Comparing retail analytics software for CPG brands? See 8 tools reviewed for POS analytics, demand forecasting, and supply chain integration—with Alloy featured.

Read now