In-Camera and Server-Based Video Analytics – Aipix Supports Both

Video Analytics Trends in 2025

Cloud-based surveillance systems now use video analytics as their fundamental operational component. Today Video Analytics as a service can be provided based on two types: In-Camera and Server-Based Video Analytics Solutions.

Video analytics has become a cornerstone of the cloud video-surveillance ecosystem, evolving from standalone systems into integrated VSaaS platforms. Depending on where analytics run (inside the camera (edge), on a local server (near-edge), or in the cloud) providers can balance cost, latency, and scalability. Edge analytics cut bandwidth use by up to 70% by transmitting only metadata, while cloud deployments simplify large-scale management and cross-site insights.

For telecoms and ISPs, this evolution opens new revenue channels. The global VSaaS market exceeded $12 billion in 2024 and is growing at over 15% CAGR, driven by enterprise demand for AI-powered monitoring and smart-city use cases. With their network reach, edge infrastructure, and billing systems, operators are uniquely positioned to deliver bundled connectivity + VSaaS offerings, reducing backbone load, meeting data-privacy rules, and transforming surveillance into a recurring, high-margin digital service.

Aipix supports both types of video analytics deployment, giving organizations flexibility to design solutions that meet their specific operational needs.

In-Camera Video Analytics deployment. Smart Processing Inside the Device

What Is In-Camera Video Analytics?

The software known as in-camera video analytics operates as a built-in system which runs directly from the camera firmware. The manufacturer creates these analytics which operate without needing external computing resources.

When an ONVIF-compatible camera with built-in video analytics connects to the Aipix platform, it automatically sends analytical events, for example motion detection or damage alerts, to the system dashboard.

What are the Key Features of In-Camera Video Analytics

• Motion detection and intrusion alerts
  
• Vandalism or tampering detection

The camera processes all operations through its internal system which sends only metadata and brief alerts to the network for bandwidth and server resource conservation.

Benefits of In-Camera Video Analytics Software

• No extra licenses or analytics modules required
  
• No impact on server performance as processing happens locally
  
• Fast deployment and configuration
  
• Reduced network traffic and operating costs

Best Use Cases of Built-in Camera Analytics 

In-camera video analytics are suitable for:

• Private users (home and small office surveillance)
  
• Small businesses with limited infrastructure
  
• Local retail or branch offices where affordability, simplicity, and reliability matter most

The method works best for B2C and small B2B operations which need quick video surveillance capabilities without requiring complex processing systems.

Server-Based Video Analytics Deployment: Scalable Intelligence Analytics

What Is Server-Based Video Analytics?

Server-based video analytics software processes footage on a server. The video stream from each camera is transmitted to this server, where the analytics module of Aipix platform performs detailed analysis and sends structured results (for example, as recognition data, alarms, or reports) back to users.

This setup leverages powerful processors and deep learning algorithms to handle large-scale or complex analytical tasks.

What are the Advanced Capabilities of Server-Based Analytics

• Facial recognition for identification and verification
  
• License plate and container number recognition
  
• Motion and line-crossing detection
  
• People counting and occupancy analysis
  
• Camera obstruction, vandalism detection
  
• Smoke, fire, and sound event recognition
  

Benefits of Server-Based AI Video Analytics

• High accuracy and real-time performance
  
• Scalable infrastructure – add servers as the system grows
  
• Centralized management and reporting
  
• Support for complex AI and deep learning algorithms
  
• Integration with access control, ERP, and alarm systems

Ideal Applications of Server-Based Video Analytics

Server-based AI video analytics is the preferred choice for:

• Retail chains and malls – customer flow, theft detection
  
• Gas stations and logistics hubs – vehicle tracking, LPR
  
• Warehouses and industrial sites – safety monitoring
  
• Healthcare facilities – restricted area surveillance
  
• Smart city infrastructure – traffic and crowd management
  

The business operations of these environments depend on B2B and enterprise settings which require precise data processing and extensive analytical capabilities.

Aipix VSaaS Software. Flexibility for Every Video analytics deployment

As a trusted global VSaaS provider Aipix provides excellent performance for all network types which include residential users and SMBs and enterprise clients.

• For consumer and SMB markets. Aipix operates through its built-in camera analytics system. ISPs can provide a simple cloud video service through Aipix because it requires no substantial server equipment and uses minimal bandwidth. As a result Aipix enables quick deployment for enhanced connectivity package value.
• For enterprise and B2B customers. The server-based AI video analytics system from Aipix enables organizations to access premium service tiers. Aipix allows deployment of private cloud solutions, connecting systems with IoT platforms and smart city infrastructure.

Aipix cloud-based solution enables telecoms and internet service providers to lead the future of connectivity through intelligent services. 

The Aipix VSaaS Software provides telecoms and ISPs with a strong growth platform which converts network connections into an advanced service-based system.

Ready to Lead the Next Wave of Intelligent Video Services?

Aipix enables you to convert your current infrastructure into a revenue-generating system through our partnership. The Aipix system provides enhanced surveillance capabilities together with video analytics and smart city solutions and data processing capabilities. 

Through partnering with Aipix, as a telecom operator or internet service provider, you can establish smart video surveillance systems for residential and commercial properties while building your brand reputation and generating additional revenue streams.

Contact us now to get personal consultation about launching and provisioning both In-Camera and Server-Based Video Analytics Solutions for your customers!