A trust-oriented technical approach for enterprise screening teams.
The technology page explains model thinking, deployment options and security posture without drifting into unnecessary complexity.
Technical pillars
This page gives technical evaluators a real product framing that goes beyond theory and covers the path from training to runtime.
X-ray-specific model focus
Object classes and review logic are shaped around security screening use cases.
Flexible deployment options
Prepared for on-prem, private cloud or hybrid enterprise environments.
Security and access controls
Usage governance and operational controls are part of the architecture.
The chain from training to desktop operation
The existence of the desktop application makes the technology story much more credible because it shows a real operating surface, not just model architecture.
Model lifecycle
Dataset and class design
Risk classes such as firearms, knives, scissors, pliers and tools are defined at the data layer.
Model lifecycle
Training and validation
The model is trained, evaluated and validated before live operational use.
Model lifecycle
Runnable model output
The trained model is packaged into an inference format that can be loaded by the desktop runtime.
Model lifecycle
Live operator console
The desktop runtime processes the image stream and surfaces detections, alerts and logs to the operator.
Runtime and integration layer
We explain the relationship between model, data and operator screen at the product level.
From trained model to inference runtime
The model does not stay inside a training environment; it is exported into a runnable format for the desktop application.
From live image stream to alert generation
Source selection, frame processing, object highlighting, live detection list and status panel are combined into one operative flow.
Roles, logs and auditability
Admin access, scan queues and record views reinforce the enterprise-ready posture of the product.
Deployment and integration approach
The product is framed as a flexible decision-support layer that fits existing workflows.
Pilot-first rollout
Supports narrow-scope validation before broader deployment.
Workflow-compatible usage
Extends existing review chains rather than replacing them.
Reportable foundation
A content and data model that can later support deeper reporting.
Let's refine the technical frame with your team.
We can review deployment, data flow, model runtime behavior and desktop integration boundaries in a focused technical conversation.