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Solving On-Shelf Availability with Computer Vision
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Retail Insights

Solving On-Shelf Availability with Computer Vision

De Flow AI Team

De Flow AI Team

August 19, 20257 min read
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Retail Operations

Solving On-Shelf Availability
with Computer Vision

By De Flow AI Team

8%
avg out-of-stock rate
4%
revenue lost to OOS
+12%
sales lift with real-time OSA
24/7
shelf monitoring

The Silent Revenue Killer

When a customer reaches for a product that isn't there, you don't just lose that sale — you risk losing the customer. Studies show that after two empty-shelf experiences, shoppers begin switching stores entirely. The problem is that out-of-stocks are invisible to most systems: the POS can't sell what isn't scanned, and inventory counts often lie.

Up to 70% of out-of-stocks are caused by in-store execution — products in the back room, misplaced facings, or slow replenishment — not supplier shortages. That means most OOS is fixable on the floor, today.


👁️ How Vision-Based OSA Works

📸

Continuous Shelf Scan

Existing cameras capture facings, gaps, and stock depth throughout the day.

🧠

Gap Detection

AI distinguishes a true empty shelf from a temporary gap or a customer reaching.

📲

Task Dispatch

A replenishment task pings the nearest associate's device with shelf location.


📊 Manual Audits vs. Continuous Vision

Dimension Manual Audits Continuous Vision
Frequency 1-2x per day Every few minutes
Labor cost High (staff hours) Near zero
Detection lag Hours Minutes
Consistency Varies by associate Always identical

"Our top 200 SKUs are the ones that hurt most when they're empty. Now we close the gap before lunch instead of finding it at close."

— Store Operations Lead, grocery chain

Stop losing sales to empty shelves

See real-time on-shelf availability running on your existing cameras.

Book a Demo →
Englishon-shelf-availabilityout-of-stockcomputer-visionretail-operationsplanogramreplenishment
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