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The leading guide to AI video analytics and intelligent surveillance

Core Guides
Start here — foundational concepts every buyer and operator should understand.

LIVE INTELLIGENCE

What AI analytics sees in your store — right now

Real metrics, updating in real time. This is what operators see on their dashboard every day.

Visitors Today
3,847
↑ 12.4% vs yesterday
Conversion Rate
31.6%
↑ 3.2% this week
Avg Queue Wait
2m 14s
↓ 38% since AI deployment
PPE Compliance
97.3%
↑ 68% since deployment
STORE ZONE ACTIVITY HEATMAP — LIVE
Zone Dwell Time (avg minutes)
Entrance
0.8m
Electronics
4.2m
Apparel
3.1m
Checkout
2.2m
F&B
2.7m
Live AI Alerts
Zone 3 — 8 people detected, queue forming

Saudi Arabia and GCC
PDPL compliance, Vision 2030 deployment context, and Saudi-specific operational considerations.

GLOBAL DEPLOYMENT REACH

AI video analytics deployed across 6 countries

From government smart cities to enterprise retail — see where Kashef is actively running today.

Riyadh ★ HQ · 100+ deployments Jeddah Doha Dubai Abu Dhabi Mumbai London Nairobi Johannesburg Active deployment hub Regional presence Live data connection
Saudi Arabia
0 deployments
GovernmentRetailOil & Gas
UAE
0 deployments
Smart CityHospitality
South Africa
0 deployments
MiningLogistics
Qatar
0 deployments
AirportsEvents
United Kingdom
0 deployments
RetailHealthcare
Kenya & Africa
0 deployments
MiningGovernment
Riyadh · Queue alert resolved · 2s ago

Comparisons and Buyer Guides


WHAT OPERATORS REPORT AFTER DEPLOYMENT
0%
Visitor counting accuracy
↓0%
Queue wait time reduction
↓0%
PPE violations reduced
0 mo
Avg payback period
0x
More data from same cameras
Industry Applications
Sector-specific deployment guides for retail, oil and gas, construction, government, hospitality and more.

AI Fundamentals
How the underlying technology works, in plain language, from computer vision basics to large language models.

Camera Basics and Buyer Guides
Practical hardware guidance for anyone planning or buying a camera system, from cabling to camera types to coverage planning.

Business Benefits and Verticals
How AI cameras create value across restaurants, gyms, banks, dealerships, pharmacies, manufacturing, and more.

Retail Analytics
Deep dives into the specific metrics that drive retail performance: conversion, dwell time, heatmaps, and loss prevention.

More Industry Applications
Additional sector-specific deployment guides for airports, hotels, schools, ports, and logistics operations.

Warehouse and Industrial Safety
Forklift collision avoidance, fire detection, cold storage monitoring, and worker-vehicle proximity systems.

Fire and Smoke Detection
How visual AI fire and smoke detection works and how it compares to traditional ceiling sensors.

More Saudi Arabia and GCC Guides
Additional region-specific guides on PPE detection and queue management for Saudi operators.

More Buyer Guides
Pricing, cost, and best-of buyer resources to support a purchasing decision.


THE AI PIPELINE

From camera frame to operational decision

Every 33 milliseconds, this is what happens inside an AI video analytics system.

01
Frame Capture
Camera streams at 25–30fps via RTSP. Each frame is 1920×1080px of raw visual data.
~33ms interval
02
AI Detection
YOLOv8 model scans each frame. Detects persons, objects, PPE items, license plates simultaneously.
GPU inference · <12ms
03
Track & Count
Each detected person gets a persistent ID. Tracked across frames and zones. Dwell time calculated.
ByteTrack algorithm
04
Rule Engine
Business rules checked: queue threshold, zone density limit, PPE requirement, restricted area breach.
Configurable thresholds
05
Alert & Dashboard
Instant push alert to manager. Dashboard updates. Analytics logged for reporting. All within 1 second.
<1s total latency
Processing next frame...
0ms
Technical Deep Dives
How the AI models actually work — for technical teams and informed buyers.
HOW IT WORKS

AI analytics infrastructure, visualized

Two deployment patterns that cover 90% of enterprise and government deployments worldwide.

ON-PREMISE DEPLOYMENT
Edge computing on your network
Zero data leaves the building. Full PDPL compliance.
YOUR NETWORK — NO DATA CROSSES THIS LINE CAM 01 CAM 02 + N CAMS NVR / DVR RTSP EDGE AI SERVER AI MODEL INFERENCE YOLOv8 · 30fps PPE Count Queue GPU utilization 87% Last alert ✓ Zone clear — 2s ago Dashboard ✓ PDPL COMPLIANT — DATA STAYS LOCAL
CLOUD DEPLOYMENT
Stream to cloud for analytics
Multi-site aggregation. Requires data residency verification.
SITE A Cam 1 Cam 2 EDGE ENCODER compress · encrypt SITE B Cam 3 Cam 4 EDGE ENCODER compress · encrypt HTTPS / TLS CLOUD AI ANALYTICS ENGINE People counting Queue detection PPE monitoring UNIFIED DASHBOARD All sites · Real-time Cloud Platform MANAGEMENT VIEW OPERATIONS VIEW ⚠ Verify data residency
GET IN TOUCH

Talk to an AI deployment specialist

Our team in Riyadh responds within one business day. All deployments are on-premise and PDPL-compliant.

WhatsApp
+966 50 576 5384
Response time
Within 1 business day
Headquarters
Riyadh, Saudi Arabia

Ready to deploy AI video analytics?

HOSN AI Technologies delivers the Kashef platform to enterprise and government clients across Saudi Arabia and the GCC. On-premise, PDPL-compliant, Arabic-language dashboards.

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