Self-Checkout Lane Loss | Dragonfruit AI

Eliminate Self-Checkout Shrink Without Sacrificing Customer Experience

No more trade-offs between loss prevention and customer experience. Dragonfruit's self-checkout lane loss AI agent stops shrink before it happens — without ever halting a single transaction

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The Self-Checkout Bet Isn't Paying Off

Self-checkout was supposed to revolutionize retail by reducing labor costs and improving efficiency. Instead, it's created an unprecedented crisis:

1/3 False Alarms

One-third of transactions generate false alarms, frustrating customers and staff

4% Average Shrink

More than double the industry average shrink rate at self-checkout lanes

SCO Removals

Major retailers are removing self-checkout due to unmanageable losses

Customer Walkouts

Customer walkouts increase with every interrupted transaction

Choose SCO Lane Loss AI by Dragonfruit

Reclaim Your Profits with Dragonfruit's AI Agent for Self-checkout loss that's engineered to do what other solutions can't. Recognize every product. Understand every behavior. Stop loss without stopping the customer

Advanced Features That Protect Your Bottom Line

Our AI-powered self-checkout protection delivers unmatched performance

True Product Recognition

Knows What's Being Scanned — Even Without a Barcode

Works even when barcodes are missing, swapped, or obscured
Detects high-theft items visually, not just by label
Trained on a proprietary SKU dataset across verticals

Real-Time Loss Prevention

Detects Fraud As It Happens — Not After

Edge-based AI analyzes video in real time with no cloud lag
Detects common tactics like skip-scans, concealment, and double bagging
Learns from evolving fraud patterns over time using real-world data

POS Sync

Pairs Every Scan with the Visual Proof

Frame-level synchronization of video with transaction logs
Enables full-context investigation of potential loss events
Designed for rapid review across thousands of lanes

Frictionless Experience

Smart Alerts That Don't Stop the Customer

Reduces false alarms by 95%+ using multi-signal fraud detection
Reduces unnecessary interventions by store staff
Alerts only when multiple fraud indicators align
Maintains CX while improving shrink performance

What It Stops — at a Glance

Scan Avoidance

Detects items placed in bags without a scan, using real-time visual verification

Barcode Swapping

Flags mismatches between visual product identity and what was scanned

Pass-Arounds

Identifies when items bypass the scanner altogether — even across multiple camera angles

Multi-Item Scanning

Catches when multiple items are scanned together but only paid for once

Weight Manipulation

Uses behavioral tracking — not just weight sensors — to spot suspicious checkout patterns

Walkout Risk

Enforces continuous transaction flow, cutting false alarms and reducing abandonment through smart, low-friction prompts

Implementation That Doesn't Disrupt Your Business

No deep POS integration required

Thanks to our patented technology

Adapts to any store layout or SCO hardware

No proprietary hardware or retrofitting needed

Works with your existing camera infrastructure

Compatible with standard IP / ONVIF cameras

Minimal associate training needed

Our system is designed for usability and fits into existing workflows

Edge-based processing

For maximum speed, reduced costs, and security

Looking for the full picture?

This AI Agent is part of Dragonfruit's modular Retail Loss Prevention solution

#### Foundation: EBR to surface high-risk transactions (You're here)

#### Add: Customer-Not-Present AI Agent

#### Add Manned Lanes Loss

#### You're Here: Self-Checkout Lane Loss

All powered by the same platform. Fully integrated. Easily layered on when you're ready.

FAQs

How it Works

#### How does self-checkout lane loss AI Agent work?

#### What is True Product Recognition?

#### How does your system handle different store layouts?

#### How does the system handle produce and non-barcoded items?

Make Self-Checkout an Asset Again

Shrink doesn't have to be the cost of convenience. With Dragonfruit AI, you get the best of both: loss prevention that's invisible to customers — and invaluable to your bottom line.