From false alarm filtering to intelligent decision-making

SMART Surveillance & AI 2026 AI & Data Analytics, Surveillance

In the surveillance industry, scale has always been constrained. The more sites you need to monitor, the more operators you need, and therefore, the greater the costs. However, with increased adoption of AI video analytics in the control room, this changes that equation.

At a basic level, AI has been adopted to tackle the persistent operational challenge of nuisance alarms in control rooms. Traditional surveillance systems generate large volumes of alerts, overwhelming operators managing sites.

Ensuring these nuisance alarms are filtered out of the control room operator’s workflow has become the bread and butter of AI surveillance as monitoring centres aim to operate more efficiently. However, while false alarm reduction is absolutely essential, it is only the starting point for what AI video analytics can achieve. The real opportunity lies in moving beyond false-alarm filtering and into intelligent decision-making, thereby substantially reducing the cognitive workload on operators.

From detection to understanding

AI video analytics is on a fast track to shift from simple object detection (person/vehicle detection) to behavioural analysis (“What is that person doing and does this represent a threat?”).

This shift is important, especially in 24/7-access properties where human presence is legitimate and expected.

The more sophisticated approach to this focuses on identifying patterns that may be associated with risk.


Case study: Doncaster Security Operations Centre and the evolution of the ARC

A leading example of how this evolution can be put into practice is the DeepAlert Suspicious Activity model, which was implemented in self-storage sites monitored by Doncaster Security Operations Centre (DSOC) in the United Kingdom. DeepAlert has enjoyed a strong working relationship with DSOC, and when they approached us seeking a solution to detect genuine threats, we were excited to leverage our AI video analytics expertise to build one. DeepAlert and DSOC collaborated to integrate behaviour-based analytics into their self-storage solution.

After a few weeks of scoping the project, collecting data, and building the algorithm, DeepAlert delivered an intelligence layer that ignored legitimate users, while detecting and alerting on suspicious behaviour. This enabled DSOC’s control room operators to prioritise interventions effectively, and only when necessary.

The impact on operations was immediate and measurable. Operator efficiency increased as the monitoring centre was able to manage a larger number of sites without adding to its headcount, thereby increasing operational margins. Response times were reduced, and quality improved as alerts became actionable and led to faster, better-informed decision-making.

The business case for intelligent scaling

The DSOC case study demonstrates the value of intelligent AI video analytics beyond simple intruder detection. It enables monitoring centres to expand their businesses without linear increases in headcount and related costs. Secondly, it enables providers to offer a more proactive, intelligence-led surveillance service with greater actionable insights. Lastly, these models are designed to integrate into existing infrastructure, leveraging legacy systems and making them far more intelligent and valuable.

As AI continues to evolve, the most successful surveillance operations will be those that not only reduce nuisance alerts, but also derive meaningful business intelligence from video data. This decision-making intelligence is what will truly enable businesses to scale, and as the DeepAlert-DSOC case study shows, the future of control rooms everywhere is not about watching more screens, but about making the right decisions and responses quickly and accurately.


Credit(s)




Share this article:
Share via emailShare via LinkedInPrint this page



Further reading:

Five signs your storage is holding you back
Infrastructure Surveillance
In the drive for business growth, organisations across South Africa are investing heavily in talent, applications, and strategy. Yet the foundational technology that underpins every digital interaction - data storage - is often overlooked.

Read more...
Dahua expands wireless 4G security monitoring
Products & Solutions Surveillance Smart Home Automation
Dahua Technology has launched a new wireless 4G security camera under its WITHS series, designed to deliver simplified deployment, continuous monitoring, and dependable performance in remote and power-limited environments.

Read more...
IQSight SmartSuite integration with XProtect
Surveillance News & Events AI & Data Analytics
Milestone Systems and IQSight have strengthened their collaboration with the release of SmartSuite, a consolidated plug-in suite for Milestone XProtect video management software, to cut installation time for system integrators by 70%.

Read more...
Smart port monitoring and automated container tracking
LD Africa AI & Data Analytics Surveillance Logistics (Industry)
A leading shipping port set out to improve visibility, security, and operational efficiency across its site, turning to an advanced monitoring solution powered by Axxon PSIM.

Read more...
Claude Mythos wake-up call
Technews Publishing AI & Data Analytics Information Security
AI has crossed a critical cybersecurity threshold and frontier models are accelerating attack lifecycles and will enable attackers to identify and exploit vulnerabilities at scale and speed, through novel methods that were previously the domain of advanced nation-state entities.

Read more...
When your security starts thinking with you
Secutel Technologies Surveillance Perimeter Security, Alarms & Intruder Detection AI & Data Analytics
If you manage a warehouse or logistics environment, you already understand how quickly risk can escalate during the day and after hours. The question is: how quickly can you respond?

Read more...
Service robot technology for residential complexes
Suprema AI & Data Analytics Infrastructure Residential Estate (Industry)
Suprema has signed a three-party memorandum of understanding (MOU) with Hyundai Motor Group Robotics LAB and Hyundai Engineering & Construction (Hyundai E&C) to collaborate on advancing residential complexes through service robot technology.

Read more...
Africa’s opportunity to shape the future of human-centred AI
AI & Data Analytics Security Services & Risk Management
Across the Global South, countries are not yet locked into decades of legacy AI systems, energy-intensive infrastructure, or governance frameworks designed for a different technological era. That creates something rare in technology development: a cleaner slate.

Read more...
Genetec launches Cloudlink 2210
Genetec Infrastructure Surveillance
New cloud-managed appliance addresses the practical challenges when adopting a cloud-managed model at scale, including storage costs, support for devices that do not enable direct-to-cloud connectivity, and the need to maintain local operation during connectivity disruptions

Read more...
Enhancing control room operations
iFacts Security Services & Risk Management Surveillance
As South Africa faces complex and more advanced security challenges, the demand for advanced surveillance solutions, including CCTV and security control rooms, continues to surge, but what about the people in front of the screens?

Read more...










While every effort has been made to ensure the accuracy of the information contained herein, the publisher and its agents cannot be held responsible for any errors contained, or any loss incurred as a result. Articles published do not necessarily reflect the views of the publishers. The editor reserves the right to alter or cut copy. Articles submitted are deemed to have been cleared for publication. Advertisements and company contact details are published as provided by the advertiser. Technews Publishing (Pty) Ltd cannot be held responsible for the accuracy or veracity of supplied material.




© Technews Publishing (Pty) Ltd. | All Rights Reserved.