
On-device execution
Real-time execution at the point of work: iOS, Android, industrial handhelds, mobile computers. Instant feedback, low latency.
Workflows and Vision AI run on-device, on-prem, or in the cloud depending on the operation, hardware, and environment.

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

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

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

Multi-site operations, centralized workflow management, cross-site visibility, model coordination, fallback processing.
Infrastructure Agnostic
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
Cameras
PackageX
Execution Layer
Verified Data ·Evidence
Backend Systems
Systems of Record
Runs on
Fixed-camera and Conveyor Workflows
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
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 PackageXQuestions
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.
Execution Zones
Execution Zones are the operational entry points where logistics work is executed, verified, and evidenced.
Explore all execution zones
Verify inbound shipments and returns before discrepancies enter backend systems.

Validate picked, packed, staged, and loaded shipments before they leave.

Capture custody, inspections, and handoffs at facility entry and exit points.
Platform Walkthrough
03 · Execution Infrastructure
See PackageX in Action
See how PackageX guides, verifies, and captures evidence across your physical workflows.