--- title: "Deqa AI | Vision Intelligence for the Physical World" description: "A Saudi-built computer vision company combining VLM reasoning, an AI Agent Harness, customer SOPs and Deqa Box edge intelligence across the physical world." url: https://deqa.ai/en language: en --- 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. [Explore the platform](https://deqa.ai/en/services) See the company thesis VLM REASONING AI AGENT HARNESS SOP EXECUTION ![Deqa Box and camera infrastructure being commissioned on site](https://deqa.ai/assets/v5/img/v5/deqa-vlm-agent-harness-real.webp) 01AI AGENT HARNESS ![Deqa Box edge AI appliance](https://deqa.ai/assets/v5/img/v4/deqa-box-product.webp) 02DEQA BOX ![AI Agent operating in a customer environment](https://deqa.ai/assets/v5/img/v3/deqa-retail.webp) 03Every environment AGENT ONLINE See Reason Follow SOP A governed AI Agent for the physical world. **38** active locations **~200** connected cameras **5,000+** video hours / day **6** Saudi IP filings Scroll 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 02 Edge, on-premise, cloud or hybrid 03 Agent 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. ![Engineer commissioning Deqa edge AI infrastructure in a working warehouse](https://deqa.ai/assets/v5/img/v5/deqa-vlm-agent-harness-real.webp) VLMAI AGENT HARNESSSOPs 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 01 Perception ### Vision Models Detect, track and structure the visual signals that matter across people, objects, movement and events. - Detection - Tracking - Evaluation 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](https://deqa.ai/en/services) ![Deqa Box edge AI appliance](https://deqa.ai/assets/v5/img/v4/deqa-box-product.webp) EDGE / ON-PREM **A physical anchor for Deqa intelligence.** Different environments. One foundation. ## Built wherever the physical world creates a decision. The operational question changes. The intelligence layer compounds. ![Retail & customer spaces](https://deqa.ai/assets/v5/img/v3/deqa-retail.webp) Customer intelligence ### Retail & customer spaces Journeys · queues · dwell · conversion ![Warehouses & logistics](https://deqa.ai/assets/v5/img/v3/deqa-logistics.webp) Logistics agent ### Warehouses & logistics Flow · loading · dwell · evidence ![Manufacturing & assets](https://deqa.ai/assets/v5/img/v3/deqa-manufacturing.webp) SOP execution ### Manufacturing & assets Safety · quality · assets · SOPs ![Field operations & infrastructure](https://deqa.ai/assets/v5/img/v3/deqa-field-operations.webp) Field evidence ### 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. **38** active locations **~200** connected cameras **5,000+** video hours / day **6** Saudi IP filings SDAIA licensed PDPL-ready deployment Edge / On-prem options [View our certifications](https://deqa.ai/en/certifications) ![Engineers working in a production environment](https://deqa.ai/assets/v5/img/v3/deqa-manufacturing.webp) Representative environment **Built for daily operations, not demo day.** Trust ## Backed by the best, trusted by leaders Accelerated by national programs and relied on by facilities across the Kingdom. 01Backed by ![Orbit VC](https://deqa.ai/uploads/logo/1775243202za0DPd.webp) ### Orbit VC Orbit Ventures ![Sanabil Investments](https://deqa.ai/assets/v5/img/logos/sanabil.webp) ### Sanabil Investments 02We Graduated From ![Misk Foundation](https://deqa.ai/assets/v5/img/logos/misk.webp) ### Misk Foundation Entrepreneurship Support Program ![Code Accelerator](https://deqa.ai/uploads/file/1770138018YsJNSy.jpeg) ### Code Accelerator Ministry of Communications and Information Technology ![Aramco SAIL](https://deqa.ai/assets/v5/img/logos/aramco-sail.png) ### Aramco SAIL Saudi Accelerated Innovation Lab 03Technology partners ![Qualcomm](https://deqa.ai/assets/v5/img/logos/qualcomm.png) ### Qualcomm ![Odoo](https://deqa.ai/uploads/file/17701402815AHJbZ.png) ### Odoo 04Our Clients ![Saudi Aramco](https://deqa.ai/assets/v5/img/logos/saudi-aramco.webp) ### Saudi Aramco ![iBrand](https://deqa.ai/uploads/file/1770140203dYY7a4.webp) ### iBrand ![Kleen](https://deqa.ai/uploads/file/1770138348dxy5tg.png) ### Kleen ![Wusoom](https://deqa.ai/assets/v5/img/logos/wusoom.svg) ### Wusoom 01 / CUSTOMER ## 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 [Plan a pilot](https://deqa.ai/en/contact) 02 / INVESTOR ## 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](https://deqa.ai/en/contact#investor) Field notes ## A clearer view of the category. [All insights](https://deqa.ai/en/blog) [![A VLM needs a harness, not just a prompt](https://deqa.ai/assets/v5/img/v5/deqa-vlm-agent-harness-real.webp) 23 Sep 2026](https://deqa.ai/en/blog/vlm-agent-harness) AGENT SYSTEMS ### [A VLM needs a harness, not just a prompt](https://deqa.ai/en/blog/vlm-agent-harness) The layer that connects visual reasoning to tools, memory, policies, customer systems and accountable action. [Read](https://deqa.ai/en/blog/vlm-agent-harness) [![Deqa Box: intelligence where the video lives](https://deqa.ai/assets/v5/img/v4/deqa-box-product.webp) 22 Sep 2026](https://deqa.ai/en/blog/deqa-box-edge-ai) EDGE AI ### [Deqa Box: intelligence where the video lives](https://deqa.ai/en/blog/deqa-box-edge-ai) Why a secure edge AI appliance matters for latency, bandwidth, privacy and resilient operations. [Read](https://deqa.ai/en/blog/deqa-box-edge-ai) [![SOPs are the operating system for AI Agents](https://deqa.ai/assets/v5/img/v4/sop-execution.webp) 21 Sep 2026](https://deqa.ai/en/blog/sops-operating-system-for-ai-agents) OPERATIONS ### [SOPs are the operating system for AI Agents](https://deqa.ai/en/blog/sops-operating-system-for-ai-agents) How customer procedures become executable guardrails, escalation paths and proof of completion. [Read](https://deqa.ai/en/blog/sops-operating-system-for-ai-agents) Questions ## What people ask us first. [All questions](https://deqa.ai/en/faq) ### 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 ## Show us the workflow your cameras still cannot explain. [Start a conversation](https://deqa.ai/en/contact) [Explore the platform](https://deqa.ai/en/services) --- Deqa AI — computer-vision intelligence for existing cameras, Riyadh, Saudi Arabia. Contact: info@deqa.ai · WhatsApp/phone +966 58 308 4128 · https://deqa.ai/en/contact. 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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."}},{"@type":"Question","name":"What products does Deqa offer?","acceptedAnswer":{"@type":"Answer","text":"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."}},{"@type":"Question","name":"Do I need to buy new cameras?","acceptedAnswer":{"@type":"Answer","text":"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."}},{"@type":"Question","name":"Where does the video and data stay?","acceptedAnswer":{"@type":"Answer","text":"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."}},{"@type":"Question","name":"How does a pilot work?","acceptedAnswer":{"@type":"Answer","text":"Week 0: agree the operating question, baseline and site survey. Weeks 1–2: integration and calibration. Weeks 3–5: live measurement. 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