Computer vision and AI for retail and malls in Saudi ArabiaKnow what happens between the door and the till.
Footfall, dwell and queues measured from the cameras you already run, joined to sales and stock.
Free first step. We reply within one business day. No commitment.
- 10 min
- of footage from one camera to start
- 4–6 weeks
- pilot on your footage, against agreed targets
Free first step · Vision AI
Show us one camera
- You give:
- Ten minutes of footage from one camera
- You get:
- A written read-out of what that camera could count, flag and record, with sample detections drawn on your own footage. Usually back to you within a week.
Scenarios
Where we start.
Mall operators and retailers make leasing, staffing and layout decisions on partial data. TQN applies computer vision for retail and malls to existing CCTV in Riyadh, Jeddah and Dammam: visitors counted by entrance and zone, dwell and queues measured, car parks read at the barrier. Those counts flow into your POS, ERP and BI tools. Faces are blurred by default and footage stays on site.
- 01Vision AI
Footfall and occupancy by entrance, floor and hour
Leasing and operations teams see visitors by entrance, floor and hour, with live occupancy against the limit you set for each zone. Counts land in your BI tools beside tenant sales, so conversion, peak staffing and event performance are measured rather than estimated. Counting is anonymous, with no face matching.
- 02Vision AI
Car park flow read at the barrier
Plate reading at each car park entrance records entry, exit and dwell for every vehicle, with live occupancy by level and alerts when a level fills or a vehicle overstays. Guidance signage, valet and security teams act on the same count, and plate data is kept only for the retention period you define.
- 03ERP and PMO
Stock and replenishment across every store
Stock by store and warehouse sits in one ERP, with procurement, transfers and finance working on the same records. Replenishment follows sales rather than spreadsheets, and shrinkage shows by location and category each week. Buyers, store managers and finance argue from one version of the numbers.
- 04Cybersecurity
Loyalty apps and storefronts tested before an incident
Mall apps, loyalty programmes and online storefronts hold shopper personal data and payment flows. Penetration testing across web, mobile and APIs, with a cloud configuration review, finds exposed endpoints and weak access controls before an attacker does. You get remediation guidance, then a retest once fixes are in.
- 05Quality Engineering
Campaign launches that hold under peak load
Ramadan, Eid and National Day campaigns put the heaviest load on your app on the days that matter most. Load and performance testing reproduces that peak before it arrives, and autonomous regression testing checks checkout, offers and Arabic RTL screens on every release, so a promotion goes live without a broken basket.
Free first step. Fixed scope after. You decide at each stage.
In practice
Footfall and occupancy by entrance, floor and hour
Leasing and operations teams see visitors by entrance, floor and hour, with live occupancy against the limit you set for each zone.
Regulations and national programmes
The rules that shape the work.
Personal Data Protection Law (PDPL)
Governs how personal data, including identifiable footage, plate reads and loyalty records, is collected, used, retained and transferred, under SDAIA's oversight. Our video analytics count anonymously, blur faces by default and keep processing in the Kingdom, designed to support PDPL and NCA requirements.
Official sourceZATCA E-Invoicing (Fatoora)
The Zakat, Tax and Customs Authority requires VAT-registered businesses to issue and store electronic invoices, with integration to its platform rolled out to taxpayers in waves. ERP work covers invoicing in the format and integration your wave requires.
Official sourceNCA Essential Cybersecurity Controls (ECC)
Set minimum cybersecurity requirements for government entities and for private organisations that own, operate or host critical national infrastructure. Retailers outside that scope often adopt them as a baseline; a readiness review maps your gaps against them.
Official source
Summaries for orientation only. Read the official source for the full requirement.
We map the requirement to your systems in the free first step.
Practices for this sector
The practices that fit.
- 01
Vision AI
Live counts, alerts and evidence from the cameras you already own.
First step: Show us one camera
View practice - 05
ERP and PMO
Cost, procurement and schedule in one view, so overruns show while you can act.
First step: Operations Fit Review
View practice - 02
Cybersecurity
Find and fix the gaps an attacker could use, before an attacker or auditor does.
First step: Security Posture Review
View practice - 03
Quality Engineering
Tests that write, run and repair themselves, so every release ships on time.
First step: QA Readiness Review
View practice
FAQ
Questions from this sector.
Yes. Footfall, occupancy and dwell come from anonymous detections. Faces are blurred by default, and there is no face matching unless you request it and it is lawful for your use.
No. Edge units read standard video streams from your existing recorders, whatever the installer. The assessment checks which cameras cover each entrance and zone, and whether any angle needs adjusting.
Accuracy is measured in the pilot, on your own footage, against manual counts for the same periods. We agree the target with you before the pilot starts, and the report shows the result per camera.
Yes. Counts and events are delivered by API or scheduled export into your BI tools, POS or ERP, so footfall sits beside sales by tenant, floor and hour.
Four to six weeks on a defined set of entrances, zones or car park levels, against agreed accuracy and false-alarm targets. The scope is fixed and priced before it starts.
We do, under a support agreement covering monitoring, rule changes, model updates and new cameras, with your operations team owning the dashboards and alerts.
Insights
Related insights
Start here
Start with one problem. We will show you the result.
Tell us the problem in one line. We reply within one business day with the free first step that fits it.
Already have systems? We start from the cameras, applications and systems you run today.
Need proof first? The first step is free, and pilot targets are agreed in writing before work starts.
Concerned about data? Data stays in the Kingdom, on your premises or in a Saudi data centre, agreed in writing during the assessment.
Is Arabic a must? We work, report and deliver in Arabic and English.