Understands events
Describe what matters in plain language. The AI reviews sampled footage and explains the event instead of returning only a motion flag.
AI video analytics for existing cameras
AI CCTV software for existing cameras
Tensor Dynamics Watch is AI security camera monitoring software for compatible existing RTSP cameras. It analyzes sampled frames, records events, and alerts operators. Choose local or remote models, then validate camera compatibility and event quality in a site pilot.
- Compatible cameras
- RTSP + ONVIF
- Local processing
- Measure before scaling
How smart CCTV works
Keep the cameras. Upgrade the intelligence behind them.
Traditional CCTV records everything but still leaves people watching walls of screens. AI CCTV software adds an interpretation layer to existing video streams, helping determine what happened and whether anyone needs to respond.
The vision-language model defaults to one sampled frame every five seconds, separately from object-detection refreshes. It does not analyze every frame and may miss brief events; test the sampling interval and model with representative footage.
01
Connect existing cameras
02
Receive RTSP streams
03
AI interprets events
04
Alert the right people
AI CCTV capabilities
From passive recording to proactive monitoring
Sends useful alerts
Send critical-event alerts through configured Telegram, Slack, Google Chat, or webhook integrations. An operator reviews the context and decides how to respond.
Keeps incident context
Review event history, evidence snapshots, and camera context without scrubbing through hours of ordinary video.
Runs on your hardware
Use a local or controlled private model to keep inference images in your environment. Choosing a remote provider sends sampled images to that endpoint.
Comparison
Compare AI CCTV software against your requirements
Compare deployment requirements and verifiable workflows before choosing software for your site.
| Buying criterion | Tensor Dynamics Watch | Verify in your pilot |
|---|---|---|
| Camera compatibility | RTSP streams and supported ONVIF discovery | Exact stream URL, codec, credentials, and network access |
| Deployment and hardware | Desktop or API deployment with local or remote models | Memory, inference time, and stability at your intended camera count |
| Data privacy | Local models process images in your environment; external services are configurable | Model endpoint, event retention, and alert destinations |
| Operator workflow | Event history, optional snapshots, and chat or webhook alerts | False alerts, missed events, human review, and escalation |
Keep video and AI on site when you need to
With a local or controlled private model, inference images can stay in your environment, and events and snapshots can remain in your data directory. Remote models receive sampled images; external alerts may send event text or snapshots. Review each destination before enabling it.
Read about security and data boundariesFAQ
AI CCTV questions
Can I add AI monitoring to my existing security cameras?
Yes, when the camera or recorder exposes a compatible RTSP stream. ONVIF discovery can help find supported cameras. Verify the exact stream URL, codec, credentials, and network access during a pilot; a camera brand alone does not guarantee compatibility.
Can AI CCTV software run without sending video to a cloud model?
Yes. Use a local or controlled private model. Remote model providers receive sampled images when enabled, and configured alert services can receive event text or snapshots. Review both model settings and notification destinations before deployment.
Does AI security camera monitoring analyze every video frame?
No. The vision-language model defaults to one sampled frame every five seconds, separately from object-detection refreshes. Short events may be missed. Validate the sampling interval, scene, and model with your own footage, and keep a human response process.
How many security cameras can one deployment monitor?
The desktop has a grid of up to 64 feeds; the API source kit defaults to eight. These describe the interface and default configuration, not a throughput guarantee. Actual capacity depends on hardware, model, stream settings, and measured site performance.
What should I budget for AI CCTV monitoring software?
Apply for a free trial to verify your cameras and hardware, then request a quote based on your deployment and support needs. Hardware, installation, and third-party services are scoped separately.
Validate AI monitoring with your own cameras
Start with a free four-camera pilot and test AI monitoring in your own environment.
Apply for a pilot