Large retail chains operating 500 or more stores often struggle to keep shelves consistent with the approved planogram. Manual shelf audits are slow, infrequent, and inconsistent, allowing issues such as ghost inventory and incorrect product placement to go unnoticed for days.

• Shelf consistency with approved planograms is hard to maintain at scale

• Manual audits remain slow, infrequent, and inconsistent across store staff

• Headquarters teams lack real-time visibility into shelf compliance across regions and categories