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AR Parts Catalog for Currency Sorting Machine

How a financial institution deployed AR-assisted equipment maintenance with visual part recognition and real-time diagnostics.

50+

Parts Cataloged

Finance

Industry

2026

Live Since

2

Platforms

The Challenge

Currency sorting machines cost US$50Kโ€“US$500K and process millions of banknotes daily. Downtime costs US$500โ€“US$2,000 per hour. A misidentified part means ordering the wrong replacement โ€” adding weeks of delays and extending costly downtime. New maintenance engineers require months of mentoring before they can independently service the equipment.

The Solution

VPS-powered part recognition lets an engineer point their device at any machine component. The system instantly identifies the part and shows catalog information, wear status, and ordering options. Two platforms are supported: Rokid Max Pro AR glasses for hands-free operation and an Android tablet for flexibility.

VPS Part Recognition

Visual Positioning System identifies machine components in real time โ€” no QR codes or markers needed.

AI-Powered Diagnostics

The system analyzes component wear and suggests maintenance actions based on visual inspection data.

Exploded View

3D exploded diagrams show internal structure and assembly order for complex sub-assemblies.

X-Ray Mode

See through housing panels to locate internal components without disassembly.

Remote Expert (VCS)

Video collaboration lets off-site specialists guide on-site engineers through complex repairs in real time.

Offline Mode

Full functionality without internet โ€” critical for secure financial facilities with restricted network access.

How It Works

The engineer puts on Rokid Max Pro AR glasses or picks up a tablet and points the camera at the sorting machine. VPS recognizes the component within 2 seconds and overlays part information, maintenance history, and wear indicators. If a part needs replacement, the engineer can order it directly from the AR interface. For complex repairs, a remote expert can join via video call and see exactly what the on-site engineer sees.

Results

Part recognition in under 2 seconds โ€” no manuals, no guesswork

Hands-free operation with Rokid Max Pro AR glasses

Zero downtime for training โ€” new engineers are productive from day one

Direct part ordering from the AR interface โ€” no more misidentified components

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