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Announcing Validator™, An Automated CCTV Verification System

In another exciting announcement from the DejaVuAI team, the company is introducing an additional product developed within the recently-announced ClearSeek™ engine known as Validator™. A novel VMS solution, Validator™ is a system designed to autonomously monitor camera systems for irregularities and vulnerabilities, alerting users of adverse conditions.


A Monitor for Your Monitoring System

Over time, camera feeds can be subject to a number of minor changes that result in security vulnerabilities, blind spots, or other failure points. Validator™ takes full advantage of DejaVuAI’s pattern-matching algorithms to solve this problem, detecting subtle degradation in CCTV camera feeds and saving hours spent from tedious manual reviews. The system is designed to detect changes such as shift, rotation, focus, or FOV blockage, while also staying attuned to daylight, rain, fog, nighttime, and other conditions.

Scans can be performed at regular intervals to ensure issues are caught as soon as possible, and alerts are sent so they can be addressed without delay. Validator™ is both a lightweight and scalable solution that ensures security diligence at any size, integrating seamlessly without requiring additional costly hardware, compute resources, or energy consumption. Additionally:

  • Very low TCO with low annual maintenance.
  • Integrates with your existing VMS alarm console via webhooks – no need for a separate interface. 
  • Milestone XProtect integration is already complete!

Validator™ is currently entering its beta release stage – early adopters will get an opportunity to experience the benefits and value the system has to offer. As development continues, say tuned for more news and product updates on our website. Further information can be found on the Validator™ product page.

A Validator™ demo will be available to preview this week at the Velasea Technology Room (Galileo 901) at ISCWest 2026 in Las Vegas. Ask any of our representatives about either OEM or co-branding this product into native applications – we are happy to discuss!