AGENT SYSTEMS
01
Perception
Vision Models
Detect, track and structure the visual signals that matter across people, objects, movement and events.
- Detection
- Tracking
- Evaluation
Saudi computer vision · built for the GCC
Every camera can
understand the world.
Deqa combines computer vision, VLM reasoning and an AI Agent Harness to turn existing video into governed action — across retail, warehouses, factories, infrastructure and field operations.
VLM REASONINGAI AGENT HARNESSSOP EXECUTION
AGENT ONLINE
SeeReasonFollow SOP
A governed AI Agent for the physical world.
38active locations
~200connected cameras
5,000+video hours / day
6Saudi IP filings
THE COMPANY
We are building the region’s computer vision champion.
Not a camera vendor. Not a one-off AI project. Deqa is building the agent infrastructure that lets machines perceive, reason and execute customer SOPs across the physical economy.
01
Saudi-built models and product IP
02Edge, on-premise, cloud or hybrid
03Agent Harness, customer SOPs and traceable evidence
The intelligence stack
A VLM that can reason. A harness that can operate.
Deqa connects perception, multimodal reasoning, agent orchestration and customer SOPs in one governed loop — from frame to accountable action.
The control layer
Reasoning is useful. Governed execution is the product.
Deqa’s AI Agent Harness surrounds the VLM with the context, tools, permissions and observability it needs to operate inside a real business.
- Customer systems and APIs
- Memory, policy and human approval
- Traceable evidence for every action
02
Multimodal context
VLM Reasoning
Understands scenes over time by combining video, language, site context and the customer’s operating question.
- Video
- Language
- Context
03
Governed orchestration
AI Agent Harness
Connects the VLM to tools, memory, policies and enterprise APIs so reasoning becomes safe, observable action.
- Tools
- Memory
- Guardrails
04
Executable operations
SOP Engine
Turns customer SOPs into triggers, permissions, escalation paths and the evidence required to close every loop.
- SOPs
- Escalation
- Evidence
DEQA BOX / EDGE AI APPLIANCE
Put the AI Agent where the video lives.
Deqa Box is the secure edge runtime for visual models, VLM reasoning and the local side of the Agent Harness. It keeps critical workflows fast and resilient while respecting privacy and bandwidth constraints.
Near-camera inference
Offline-ready
Secure evidence buffer
Hybrid orchestration
Explore the operating stack
Different environments. One foundation.
Built wherever the physical world creates a decision.
The operational question changes. The intelligence layer compounds.
Retail & customer spaces
Journeys · queues · dwell · conversion
Warehouses & logistics
Flow · loading · dwell · evidence
Manufacturing & assets
Safety · quality · assets · SOPs
Field operations & infrastructure
Attendance · tasks · roads · sites
From video to SOP execution
See. Reason. Act inside the rules.
The Agent Harness routes each visual event through the right context, SOP, permission and evidence path — without replacing your camera estate.
01
Capture
Existing cameras + video
02
Perceive
Vision models structure the scene
03
Reason
VLM + AI Agent Harness
04
Execute
SOP action + traceable evidence
Edge
On-prem
Cloud
Hybrid
Built in the field
Proof before theatre.
Live deployments, daily operating volume and product IP — stated clearly, without turning pilots or ecosystem relationships into customer claims.
38active locations
~200connected cameras
5,000+video hours / day
6Saudi IP filings
SDAIA licensed
PDPL-ready deployment
Edge / On-prem options
View our certifications
Trust
Backed by the best, trusted by leaders
Accelerated by national programs and relied on by facilities across the Kingdom.
01Backed by
02We Graduated From
03Technology partners
04Our Clients
See one workflow clearly. Then expand.
Start with a measurable operating question, representative cameras and a deployment boundary that fits your environment.
- One use case
- Representative camera set
- Measured pilot and rollout plan
A horizontal core with vertical economics.
A reusable VLM agent stack, edge hardware and SOP integrations — with recurring software and expansion by site, camera and workflow.
VLM + IP
Agent Harness
Deployments
Learning moat
Discuss the company
Field notes
A clearer view of the category.
Questions
What people ask us first.
What is Deqa AI?
Deqa AI is a Saudi computer-vision company based in Riyadh. It turns the video from cameras a business already has into answers and actions: who is on site, how customers move, what a screen audience looks like, and whether a procedure was followed. It combines vision models, VLM reasoning, an AI Agent Harness and the customer’s own procedures (SOPs), and can run on the Deqa Box edge device, on-premise, in the cloud or hybrid.
What products does Deqa offer?
Three products on one platform: Deqa Performance (workforce attendance with face verification, field teams and productivity), Deqa Experience (heatmaps, customer journeys, dwell time and sentiment in stores, restaurants and hotels) and Deqa Ads (digital screens that measure their real audience and adapt content). Deqa Box is the edge device that runs the AI next to the cameras.
Do I need to buy new cameras?
Usually not. Deqa connects to the CCTV and IP cameras you already have, and to your existing HR and point-of-sale systems. A pilot starts with a few representative cameras.
Where does the video and data stay?
You choose the deployment: at the edge on a Deqa Box next to the cameras, on-premise inside your network, in the cloud, or hybrid. Deqa is built for Saudi PDPL requirements; facial photos are not stored, only a secure biometric template for attendance.
How does a pilot work?
Week 0: agree the operating question, baseline and site survey. Weeks 1–2: integration and calibration. Weeks 3–5: live measurement. Then you decide to expand, adapt or stop.
How much does Deqa cost?
Plans start at 499 SAR per month for Deqa Performance (up to 25 employees), 799 SAR for Deqa Experience (one site) and 599 SAR for Deqa Ads (up to 5 screens). Annual billing gives two months free, prices exclude VAT, and enterprise plans are priced per project.
Does Deqa work in Arabic?
Yes. The platform, dashboards, reports and support are available in Arabic and English, and the product is designed for Saudi and GCC operations.
Start with one visible problem