Visual AI Security Monitoring Edge Computer Box in Bangladesh
If you manage a modern office building, factory or industrial site, you already know that traditional CCTV alone is no longer enough. You need real-time, intelligent monitoring that can detect threats, reduce false alarms and give your security team clear, actionable insights.
That’s exactly where a Visual AI Security Monitoring Edge Computer Box in Bangladesh comes in. Instead of sending all camera footage to a remote server or cloud, this compact device from GCTL runs powerful AI video analytics right at the edge close to your cameras delivering faster alerts, lower bandwidth usage and smarter security decisions.
GCTL is one of the prominent Visual AI Security Monitoring Edge Computer Box solution providers in Bangladesh, supplying, integrating and supporting edge AI surveillance solutions for local office buildings, industrial plants, logistics hubs and smart facilities.
In this detailed product/service page, you’ll learn:
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What a Visual AI Security Monitoring Edge Computer Box is
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How Edge AI transforms CCTV into intelligent surveillance
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Key features and technical highlights of GCTL’s solutions
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Use cases for smart buildings and factories in Bangladesh
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Price considerations for Visual AI Security Monitoring Edge Computer Box in Bangladesh
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Why GCTL is a trusted partner for AI security projects
What is Visual AI Security Monitoring Edge Computer Box?
A Visual AI Security Monitoring Edge Computer Box is a compact, embedded computer designed to run AI video analytics directly on-site, close to where your CCTV cameras are installed.
Instead of streaming all video to a central server or cloud platform, the edge computer box:
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Receives camera video streams (usually via IP network)
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Runs AI models (computer vision) to analyze people, vehicles and objects in real time
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Generates alerts, events and metadata (bounding boxes, labels, intrusion events, etc.)
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Sends only the results not all raw video to your VMS, NVR or security dashboard
In simple terms, it turns ordinary IP cameras into smart AI cameras without replacing your existing infrastructure. This approach is often called Edge AI video analytics and is rapidly becoming a standard in modern physical security.
Core functions of a Visual AI Edge Computer Box
A typical Visual AI Security Monitoring Edge Computer Box from GCTL can:
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Detect and classify people, vehicles and other objects
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Identify intrusion in restricted zones, loitering or perimeter breaches
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Count people entering/exiting specified areas
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Detect abnormal or suspicious behaviors depending on configured rules
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Trigger alarms in the VMS/NVR, send notifications or integrate with access control and other systems
All of this happens locally, on the embedded hardware, which:
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Reduces dependency on high-bandwidth uplinks
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Minimizes latency for real-time decision-making
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Improves privacy, because raw video doesn’t always have to leave the site
Edge AI Surveillance for Smart Buildings
Smart buildings in Bangladesh from corporate headquarters in Dhaka to mixed-use commercial towers in Chattogram – are moving towards automated, data-driven security. Edge AI plays a central role in that shift.
How Edge AI improves building security
With a Visual AI Security Monitoring Edge Computer Box integrated into your building’s CCTV network, you can:
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Recognize individuals and visitor patterns (subject to local law and policy)
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Detect intrusions into restricted areas such as server rooms, cash counters or archives
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Monitor emergency exits and fire staircases for blockages
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Track crowd density in lobbies, lift areas and reception zones
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Get instant alerts for abnormal behaviors like someone loitering near a sensitive area
These AI insights help your security team:
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Respond faster to real threats
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Reduce time wasted on false alarms
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Use fewer operators to monitor more cameras
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Produce reports for compliance and management
Smart building use cases GCTL can implement
For office and commercial buildings, GCTL can design and deploy Visual AI solutions such as:
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Lobby and reception monitoring: detect queues, unattended baggage, tailgating at access gates
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Parking lot analytics: vehicle detection, occupancy analytics, suspicious parking behavior
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Perimeter and roof monitoring: intrusion detection, fence-line breaches, climbing attempts
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Common area safety: detect fights, running, or dangerous behavior in corridors and staircases (depending on AI models used)
By combining a Visual AI Security Monitoring Edge Computer Box with your existing IP cameras, GCTL helps transform a traditional CCTV system into a smart surveillance platform that actively supports your building’s safety and operations team.
Visual AI Security Monitoring for Factories and Industrial Sites
Industrial facilities and factories in Bangladesh face unique safety and security challenges:
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Multiple entry/exit points
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Heavy vehicles and forklifts
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High-value machinery and raw materials
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Strict compliance requirements for safety and PPE
A Visual AI Security Monitoring Edge Computer Box is ideal for these environments because it can be deployed close to the cameras on the production floor, warehouse or loading bay, ensuring reliable real-time analysis even when internet connectivity is limited.
Practical industrial applications
With GCTL’s edge AI solution, factories can:
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Detect unauthorized entry into hazardous zones
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Monitor PPE compliance (helmets, vests – depending on AI model selection)
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Identify congestion or blocked aisles in warehouses
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Track vehicle and forklift movements in loading areas
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Use people counting and heatmaps to optimize manpower and reduce bottlenecks
These capabilities help reduce accidents, protect assets, and support audits with data-backed evidence from your CCTV system.
Key Features of GCTL Visual AI Security Monitoring Edge Computer Box
While every project is customized to your building or factory, a typical GCTL Visual AI Security Monitoring Edge Computer Box will offer:
1. On-device AI video analytics
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Runs advanced deep learning models directly on the edge box
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Supports multiple AI applications (e.g., object detection, intrusion detection, people counting, occupancy analytics) depending on project needs
2. Multi-camera support
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Can connect to multiple IP cameras via RTSP/ONVIF streams
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Sends analyzed metadata and event triggers to your existing VMS or NVR
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Scales from a small office to large campuses by adding more edge boxes
3. Real-time alerts and event management
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Triggers alarms for intrusion, loitering, perimeter breach, people counting thresholds and more
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Integrates with your alarm panel, SMS/Email notifications or control room dashboard
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Reduces false alarms by filtering out non-relevant motion (e.g., trees, shadows)
4. Bandwidth and storage optimization
5. Compact, embedded hardware
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Industrial-grade embedded box design for 24/7 operation
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Low power consumption and fanless or quiet cooling (model-dependent)
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Can be mounted near the switch, NVR rack or control room
6. Integration-friendly
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Works with common IP camera brands that support standard protocols
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Provides analytics results through RTSP/ONVIF metadata or API, making integration with existing VMS/NVR platforms straightforward
7. Local support from GCTL
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On-site survey, design and installation services
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Configuration of AI rules, regions of interest and alert thresholds
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Training for your security and IT teams
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Ongoing maintenance and remote support contract options
Visual AI Security Monitoring Edge Computer Box Price in Bangladesh
When customers ask about Visual AI Security Monitoring Edge Computer Box Price in Bangladesh, the honest answer is: “it depends on your use case and scale.”
Several factors influence pricing:
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Hardware configuration
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Type of CPU/GPU or AI accelerator
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Amount of RAM and storage
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Number of concurrent camera streams
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AI analytics licenses / models
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Basic analytics (intrusion, line crossing, people counting)
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Advanced analytics (behavior analysis, PPE detection, complex multi-event scenarios)
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Number of sites and cameras
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Integration and services
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VMS/NVR integration and custom dashboards
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On-site installation, cabling adjustments and commissioning
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Training and annual maintenance contract (AMC)
Because of these variables, GCTL typically provides a customized quotation after understanding your:
???? For the latest Visual AI Security Monitoring Edge Computer Box price in Bangladesh, it’s best to contact GCTL directly with your project details. This ensures you get the right configuration at the right cost, instead of an underpowered or over-sized system.
Technical Highlights & Typical Specifications
Exact specifications will vary based on your project, but a standard Visual AI Security Monitoring Edge Computer Box solution from GCTL generally includes:
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Category
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Typical Specification*
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Processor
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Embedded multi-core CPU with integrated or dedicated AI accelerator
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System Memory
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4–16 GB RAM (project-dependent)
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Storage
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64–256 GB SSD for OS + AI models; expandable if needed
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AI Engine
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Support for modern deep learning frameworks (e.g., ONNX-based models)
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Camera Inputs
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Multi-channel IP streams via RTSP/ONVIF
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Video Resolution
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Supports HD/Full HD streams; higher resolutions on selected models
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Analytics Functions
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Object detection, people detection, vehicle detection, intrusion, loitering, line crossing, crowd density (depending on deployed models)
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Output to VMS/NVR
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ONVIF metadata, alarms, events, or API integration
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Network
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Gigabit Ethernet (LAN)
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Power
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Low-power DC or AC adapter, model dependent
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Operating Mode
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24/7 continuous operation in control room or equipment rack
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Operating Environment
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Indoor, temperature and humidity range depending on model
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Management
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Web management console or client software, user access control
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*These values are indicative and can be tailored by GCTL according to your exact needs, building standards and IT policy.
Why Choose GCTL for Visual AI Security Monitoring Edge Computer Box in Bangladesh?
Choosing the right technology is important—but choosing the right partner is critical. Here’s why many organizations in Bangladesh prefer GCTL for their Visual AI security projects:
1. Local expertise in security & IT integration
GCTL is a Bangladesh-based provider with proven experience in:
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Enterprise CCTV solutions
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Access control and time attendance
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Network infrastructure and data center deployment
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Software integration and web applications
This combination allows GCTL to design an end-to-end solution where the Visual AI Security Monitoring Edge Computer Box fits seamlessly into your existing environment.
2. Tailored solutions, not just hardware
Rather than selling a generic box, GCTL focuses on understanding:
Then they design the right mix of AI analytics, camera coverage, storage and monitoring.
3. Compliance and future-readiness
GCTL solutions are aligned with:
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Modern edge AI best practices for surveillance and video analytics
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Data minimization and privacy-by-design principles, by keeping analytics at the edge where possible
This helps you stay future-ready as regulations and standards evolve.
4. Strong after-sales support
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Local support teams in Bangladesh
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Remote monitoring and troubleshooting options
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Periodic health checks and model tuning as your site conditions change
When your security system is mission-critical, responsive support becomes as important as the hardware itself.
How to Get Started with GCTL Visual AI Edge Surveillance
If you’re considering a Visual AI Security Monitoring Edge Computer Box in Bangladesh for your office, factory or commercial site, here’s a simple roadmap GCTL typically follows:
Step 1: Free consultation
GCTL’s team discusses:
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Your site type (office, factory, warehouse, mixed-use, etc.)
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Current CCTV setup (brands, models, NVR, VMS)
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Pain points (false alarms, blind spots, manual monitoring load)
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Business objectives (loss prevention, safety improvement, compliance)
Step 2: On-site survey & requirements analysis
Engineers visit your premises to:
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Understand camera placement and coverage
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Check network and power conditions
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Identify priority zones for AI analytics
Step 3: Solution design & proposal
You receive a proposal that includes:
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Recommended number and configuration of Visual AI edge computer boxes
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AI analytics profiles (intrusion, people counting, vehicle detection, etc.)
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Integration plan with existing NVR/VMS
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Pricing, implementation timeline and support terms
Step 4: Deployment & integration
GCTL deploys and configures the system:
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Installs and connects the edge computer boxes
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Integrates with your cameras and VMS/NVR
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Sets up AI rules, alarm zones and thresholds
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Tests alerts and verifies accuracy with your security team
Step 5: Training & ongoing optimization
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Hands-on training for your operators and IT staff
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Periodic updates and optimizations based on real-world performance
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Option for continuous support and remote monitoring
FAQs – Visual AI Security Monitoring Edge Computer Box
1. What is a Visual AI Security Monitoring Edge Computer Box?
It is a compact embedded computer that runs AI video analytics locally on your site. It connects to your IP cameras, analyzes video streams in real time and sends alerts and metadata to your VMS/NVR or security platform, enabling intelligent surveillance without relying solely on cloud processing.
2. Can it work with my existing CCTV cameras?
In most cases, yes. As long as your cameras support standard IP video protocols like RTSP or ONVIF, GCTL’s Visual AI Security Monitoring Edge Computer Box can connect to them and perform AI analysis without replacing the cameras.
3. How many cameras can one edge computer box support?
That depends on:
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The hardware configuration (CPU, GPU/AI accelerator)
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The resolution and frame rate of your video streams
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The complexity of the AI analytics being run
For small to medium deployments, a single box may handle multiple cameras; larger sites can use several boxes distributed across the network. GCTL will size the solution for your project.
4. Do I need a constant internet connection?
No. One of the main advantages of edge AI is that it processes video locally. An internet connection is only needed for:
Core AI analytics and alerts continue to work even if the internet goes down, as long as the local network and power are available.
5. Is Visual AI surveillance safe for privacy?
Visual AI can actually improve privacy when designed correctly:
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Analytics happens on the edge box, so less raw video needs to be sent outside
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Only events and metadata may be transmitted to central systems
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Access to recorded video and AI dashboards is controlled via user permissions
GCTL can help you configure the system based on your organization’s privacy and compliance policies.
