Theft & Shoplifting

Detection of suspicious concealment behaviors or unauthorized property damage.

Identifies the act of theft through behavioral analysis — not inventory gaps. Catches the concealment moment, not the missing item.

What is Theft & Shoplifting

At Argu.ai, we pioneered the shift to Vision Agents. By combining Large Language Models (LLMs) with visual encoders, we built a system that understands the world the way humans do through context and language.

Concealment Detection

Recognize the behavioral signature of shoplifting — the glance, the item pickup, the concealment motion. Alert before the individual reaches the exit.

Confidence Scoring

Every alert comes with a confidence score. Review high-confidence events first. Customize thresholds to match your LP team's workflow.

Historical Pattern Analysis

Identify repeat offenders across visits using natural language search across archived footage.

Key Takeaways

These are the core principles that define how Argu approaches every deployment. Our solutions are built to work on your existing infrastructure, require no engineering overhead, and deliver measurable results from day one. Every feature is designed with one goal: giving your team the intelligence to act faster, with more confidence, and without adding complexity.

In-Act Detection

Identifies concealment behavior before the item exits the store

Confidence Scoring

Tiered alert priority reduces LP team review burden.

Pattern Matching

Identify repeat-visit patterns across historical footage.

See it in Action

Watch the system identify the concealment act itself — not the missing item — and alert loss prevention before the individual reaches the exit.

Concealment motion detected at jewelry counter — alert fires at 81% confidence

LP team receives clip with timestamp and aisle location automatically

Historical query: Show me everyone who spent over 3 minutes near this display this week

How It Works

Connect Your Cameras
Works with any existing retail or casino camera setup. Coverage of aisles, counters, and high-value displays.
Define Your Scenario
Set detection sensitivity and confidence thresholds. Configure LP team notification channels and clip delivery.
Get Alerts, Insights and Reports
Receive in-act alerts with clips, confidence scores, and historical pattern reports for repeat offender identification.
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Product Advantages

In-Act Detection

Identifies the concealment behavior itself — not the missing item. Catches theft at the moment it happens.

Confidence Scoring

Every alert includes a confidence percentage. Review high-confidence events first. Reduce LP team workload.

Historical Pattern Matching

Search archived footage for repeat visit patterns using natural language queries.

No Exit Scanner Required

Detection happens at the aisle, not the door. More time to intervene before the individual leaves.

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