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AI Development & Integrations

CV System Development

Computer vision systems for detection, tracking, OCR, surveillance, inspection, and visual intelligence.

Overview

Hexmon builds production-grade computer vision systems for detection, tracking, OCR, inspection, surveillance, monitoring, alerts, and real-time visual intelligence.

Pillars

See Beyond Recording

Transform passive surveillance into active visual intelligence.

Process in Milliseconds

Analyze images and video in real time using edge or server-side models.

Act With Confidence

Trigger alerts, workflows, reports, and actions from visual events.

What we build

Video Intelligence & Surveillance

Detect intrusions, suspicious activity, crowd movement, perimeter breaches, and events.

Object Detection & Tracking

Identify, count, and track people, vehicles, products, equipment, and anomalies.

OCR & Visual Data Extraction

Read number plates, documents, labels, meters, IDs, and visual text.

Face Recognition & Biometrics

Identity verification, liveness detection, and controlled access systems where legally appropriate.

Industrial Inspection

Detect defects, classify objects, measure tolerances, and verify production quality.

Custom Vision Models

Train models on business-specific image and video data.

Edge Camera Analytics

Run models on cameras, edge devices, local servers, or secure environments.

Arch layers

Camera Feed

Edge / Server

Vision Model

Event Detection

Alert Engine

Dashboard

Logs

Reports

Industries

Defense & surveillance

Manufacturing & quality control

Smart cities & traffic systems

Healthcare imaging

Retail analytics

Logistics & warehousing

Agriculture & drone imaging

Sensitive visual data

Deployment options

Edge devices

On-prem servers

Private cloud

Hybrid

Air-gapped

Frequently asked questions

What makes a production-grade computer vision system?

It includes reliable model accuracy, low-latency processing, camera integration, alerting, dashboards, monitoring, access control, deployment planning, and long-term model maintenance.

Can computer vision run in air-gapped environments?

Yes. Hexmon can design computer vision systems for edge devices, on-prem servers, private networks, and air-gapped environments.

How accurate are computer vision models?

Accuracy depends on camera quality, lighting, angle, training data, object variation, and deployment conditions. Hexmon validates models with real-world samples and improves them through testing.

Do you support edge deployment?

Yes. Vision models can run on edge devices, local servers, camera-connected systems, or hybrid infrastructure.

How is video data secured?

Security can include access control, encryption, local processing, audit logs, restricted storage, private deployment, and role-based dashboards.

Hero cameras

Perimeter

Entry

Lane

Floor

Gate

Yard

Hero stats

Detections

Alerts

Edge Nodes

Let’s build something that works.

Get in touch