Runs where work happens

Workflows and Vision AI run on-device, on-prem, or in the cloud depending on the operation, hardware, and environment.

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Infrastructure Overview

Same workflows. Same models. Any environment.

The same workflows and models run wherever execution happens — on the device, inside the facility, or across every site.

On-device execution

Real-time execution at the point of work: iOS, Android, industrial handhelds, mobile computers. Instant feedback, low latency.

On-prem processing

Linux servers or Mac mini inside the facility. Facility-scale execution, high-volume camera workflows, conveyors, docks, limited connectivity.

Cloud execution

Multi-site operations, centralized workflow management, cross-site visibility, model coordination, fallback processing.

Infrastructure Agnostic

The goal is not to force new hardware.

The goal is to execute, verify, and evidence work wherever it happens. PackageX can work with existing devices and camera infrastructure, or support new environments that require fixed cameras and edge processing.

Devices

  • Mobile Devices
  • Industrial Handhelds
  • Barcode Scanners
  • RFID Readers

Cameras

  • Fixed Cameras
  • Conveyor Cameras
  • Facility Cameras

PackageX

Execution Layer

  • Vision AI
  • Workflow Logic
  • Verification
  • Evidence

Verified Data ·Evidence

Backend Systems

Systems of Record

  • ERP
  • WMS
  • TMS
  • IMS

Runs on

  • Edge Devices
  • On-Prem Processing
  • Cloud

Fixed-camera and Conveyor Workflows

High-volume execution without slowing the flow.

Fixed cameras connected to on-prem or cloud processing become part of the execution layer: conveyor scanning, carton and label recognition, pallet movement, dock staging, load validation, exception detection.

Learn more about Vision AI

Physical Execution

Built for the messy reality of physical work.

PackageX was built for environments where people, devices, cameras, scanners, RFID, conveyors, vehicles, voice inputs, automation, and backend systems all need to work together.

Learn why we built PackageX

Questions

Will it run in my facility?

Short answers on hardware, connectivity, and deployment choices.

No. PackageX works with existing mobile devices, handhelds, scanners, and camera infrastructure. Fixed cameras and edge processing can be added where high-volume workflows need them.

Yes. Vision AI and workflows run directly on supported iOS, Android, and industrial handheld devices for real-time execution at the point of work, with instant feedback and low latency.

Yes. PackageX runs on Linux servers or a Mac mini inside the facility for facility-scale execution, high-volume camera workflows, conveyors, and docks — including sites with limited connectivity.

On-prem processing keeps workflows and Vision AI running inside the facility, independent of a live connection, so execution and verification continue even where connectivity is limited.

PackageX works with existing mobile devices, industrial handhelds, barcode scanners, and RFID readers, plus fixed, conveyor, and facility cameras where new coverage is needed.

On-device suits real-time work at the point of work; on-prem suits facility-scale, high-volume camera workflows or limited connectivity; cloud suits multi-site operations, centralized management, and cross-site visibility.

Platform Walkthrough

03 · Execution Infrastructure

See PackageX in Action

Turn physical work into verified execution.

See how PackageX guides, verifies, and captures evidence across your physical workflows.