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PakVision EdgeSight™

AI CCTV Video Analytics for Pakistani Sites

Evaluate your existing IP cameras for Pakistani number plate recognition (ANPR), perimeter alerts and visible PPE checks. Scope on-site processing and test accuracy, false alerts and response time under your site conditions.

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Pakistani ANPR / LPR

Evaluate number plate recognition for the provincial formats, vehicle types and gate conditions you encounter. Test full-plate matching at relevant distances, speeds and lighting conditions.

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Perimeter & Virtual Tripwire

Define boundary lines and restricted zones in the camera view. Test people, vehicles, animals, weather and moving debris to establish which alerts are useful and which require adjustment.

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PPE & Industrial Safety

Continuous safety checks on factory floors, spinning mills and construction sites. Detects presence or absence of hard hats, high-visibility vests, safety goggles, and protective gloves.

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Face Recognition & Access

Identity-based access scenarios require a separately agreed scope, authorised reference data and human review of uncertain matches. Evaluate lighting, camera placement and false matches before considering operational use.

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Weapon & Violence Detection

Potential threat indicators can be evaluated as a specialist scenario. Route alerts to trained security staff for assessment and define escalation procedures and limitations before any operational integration.

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Retail Footfall & Heatmaps

Measure foot traffic, average dwell times, queue congestion at checkout counters, and aisle engagement heatmaps for nationwide retail chains across Karachi, Lahore, and Islamabad.

Almost No Bandwidth Cost

Runs At Your Site, Not In The Cloud

In Pakistan, cloud video streaming often fails due to erratic internet connectivity, limited upstream bandwidth, and high recurring cloud ingestion fees.

PakVision EdgeSight™ runs on compact AI servers at your own site, or in your private cloud if you prefer. In an on-site configuration, local video processing can reduce external streaming. Agree whether alerts, images or video may leave the site and document the behaviour of any private-cloud connection.

✓ Hikvision, Dahua, Axis
✓ Uniview, Bosch, Hanwha
✓ Camera compatibility review
✓ Connectivity and outage planning
// Example alert sent to your systems Illustrative payload
{
  "event_id": "EVT-KHI-PORT-98214",
  "timestamp": "2026-09-11T19:04:12.891Z",
  "camera_id": "CAM-08-GATE-EAST",
  "location": "Port Qasim Terminal 2, Karachi",
  "detection": {
    "type": "ANPR_MATCH",
    "license_plate": "KHI-23-8891",
    "province": "Sindh",
    "vehicle_class": "Heavy Commercial Carrier",
    "confidence": 0.994,
    "latency_ms": 16.4
  },
  "action_triggered": "GATE_BARRIER_RELEASE_AUTOMATED",
  "audit_hash": "e3b0c44298fc1c149afbf4c8996fb924"
}
On your existing cameras

What PakVisionAI Watches For

Every one of these runs on the CCTV you already have, on equipment at your own site. Turn on only what you need — each one can alert a person, open a barrier, or simply keep a record you can search later.

Line Crossing
Intrusion Detection
Object Counting
Camera Tampering
Number Plate Recognition
Safety Gear Compliance
Fire & Smoke
Crowd Density
Abandoned Objects
Vehicle Type & Colour
Restricted Zones
Queue Length
Book a Demo →

Not seeing what you need? We train for site-specific cases too — tell us what to look for.

PLAN YOUR PROJECT

Plan an AI CCTV and ANPR pilot in Pakistan

PakVisionAI offers AI video analytics for Pakistani businesses that want to detect useful events from their CCTV footage. A scoped deployment can cover number plate recognition, perimeter intrusion, PPE checks and other agreed scenarios. Camera compatibility, detection quality and alert handling are evaluated on representative footage before rollout.

Start with one entrance, production area or restricted zone where someone can act on an alert. The useful outcome is a reviewed event or completed response, rather than a stream of notifications.

Vehicle gates and logistics yards

Read plates, compare authorised vehicles and send uncertain matches for review. For Pakistani plates, test each relevant provincial format, motorcycles, dirty plates and night lighting.

Factory safety

Evaluate visible helmets or high-visibility clothing in a defined zone. Include occlusion, shift changes and different camera angles; camera analytics supplements the site’s safety process.

Perimeters and warehouses

Define an intrusion zone and operating hours. Test shadows, moving vegetation, animals and authorised staff to establish an acceptable false-alert rate.

What to prepare for discovery

  • Camera makes, stream access and recorder/VMS details
  • Site layout, camera angles, day/night sample conditions and retention needs
  • Camera count, resolution, frame rate and events to detect
  • Who receives alerts, required integrations and gate-control approval rules

What affects the cost?

Camera count and stream resolution, number of detection tasks, edge hardware, recording retention, alert integrations and support coverage affect the quote. Separate any camera repositioning or replacement from software and support charges.

Compare one-time and recurring costs using the enterprise AI proposal checklist →

Request a scoped AI CCTV & ANPR proposal →

How to evaluate the pilot

Agree the baseline, test data and pass criteria before implementation. These are evaluation methods, not published PakVisionAI performance results.

AI CCTV & ANPR evaluation checklist
MeasureHow to assess it
Detection qualityLabel representative events and report precision and recall separately for each scenario and lighting condition.
False alertsCount false alerts per camera per day and record the staff time needed to review them.
End-to-end responseMeasure from the event in the camera feed to receipt of the alert, including network and queue delays.

Is this the right approach?

Use an ordinary recorder for footage storage. Add analytics when a defined event needs a timely response. If a plate or safety item is not visible at useful resolution, improve camera placement before adding a model.

Planning guidance updated . About PakVisionAI · Discuss your requirements

AI CCTV & ANPR: common questions

Can AI analytics work with our existing CCTV cameras?

Often, but compatibility needs a review of the camera stream, recorder access, resolution and scene. A site survey identifies reusable equipment and any camera changes required for the chosen detection task.

Can ANPR read Pakistani number plates?

ANPR is a service PakVisionAI offers for Pakistani use cases. A pilot should include the provincial plate formats and vehicle types you actually see. Report full-plate match accuracy separately from vehicle detection; do not assume a single score applies to every gate.

Does on-site video analytics need continuous internet?

Local processing can keep camera analysis within the site network. Remote alerts, updates or central dashboards may still need connectivity. Specify behaviour during internet, network and power outages in the deployment plan.

What does an AI CCTV project cost in Pakistan?

Pricing depends on cameras, resolution, analytics tasks, hardware, retention, integrations and support. Share those details for a scoped proposal with separate implementation and recurring charges.

Can an AI alert automatically open a gate or make a safety decision?

Automation should follow agreed confidence thresholds and approval rules, with a manual override and audit trail. Safety procedures and access decisions need an accountable operator; the camera model is one input to that process.

Does AI CCTV analytics work at night or in poor lighting?

Detection quality typically drops in low light, glare and backlighting compared to daytime footage. Test night, dusk and artificial-lighting conditions separately during the pilot, and treat IR or low-light camera upgrades as a possible requirement for zones where night performance matters most.

Talk To An Engineer • Deployments Nationwide

Run Enterprise AI on Your Private Infrastructure.

Discuss your cameras, documents, phone system or business workflow with our team. Define a focused pilot, deployment approach, acceptance criteria and delivery schedule before implementation.

✓ Agree secure data access ✓ On-premises, hybrid or private cloud ✓ Agreed data access controls ✓ Scoped support coverage