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Why Organizations Need To Focus More On Combating Network Brownouts

Network brownouts can lead to reduced customer satisfaction, loss of revenue, and damage to an organization’s reputation.

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why organizations need to focus more on combating network brownouts

It’s safe to say that most people recognize that network blackouts and outages are a huge problem that needs to be addressed as quickly and effectively as possible. And while we’ve made great strides in that regard, there’s another major issue that isn’t getting as much attention as it should. The issue in question is network brownouts.

According to this report from Juniper, persistent network brownouts are the third biggest risk IT organizations face today, only behind total outages and security breaches, and rather worryingly, most brownouts (61%) are not detected by IT teams as the monitoring mechanisms are often only equipped to detect total outages. What’s more, the average annual cost of brownout-induced downtime alone is estimated to be $600,000 per organization.

Black? Brown? What’s The Difference?

An outage, or blackout, refers to a complete lack of availability of a network. A brownout, on the other hand, refers to a period where the network is running, albeit at a significantly reduced level of performance, hurting the overall quality of service. Network brownouts are also known as “unusable uptime”.

Network brownouts can make an organization’s products or services frustrating to use, leading to reduced customer satisfaction and even an overall decline in employee productivity. These issues almost always result in loss of revenue, and persistent brownouts can also greatly damage the organization’s reputation.

So What Causes A Network Brownout?

1- Overload

As with network outages, an overload is usually the main cause of a brownout. A network overload occurs when the traffic flowing through the network is much higher than it is equipped to handle. This overwhelming traffic can result in reduced availability of network resources, leading to low bandwidth and high latency. Network overloads can have several causes, including increased traffic, faulty equipment, and even DDoS attacks.

2- Faulty Or Legacy Equipment

It is an absolute must for organizations to keep monitoring their network infrastructure to isolate any weak points. These weak points may exist in the form of faulty or even sometimes obsolete equipment. While network components like routers or switches are quite reliable, failures can still occur. These failures could disrupt the flow of traffic through the network, resulting in more congestion, which could cause a brownout. And if there’s a failure in a critical network component, this could lead to a total outage.

Any form of obsolete legacy equipment could also cause a brownout as these devices may not be able to cope with ever-increasing network demands.

3- External Network Issues

In some cases, brownouts can also be caused by issues outside an organization’s control. For example, ISP networks are also prone to the same issues organizations face. Failures in an ISP’s network infrastructure could also have a significant impact on an organization’s network and quality of service.

How Can Organizations Avoid Network Brownouts?

1- More Effective Monitoring Solutions Are A Must

Most brownouts aren’t detected by IT teams. Rather, it is the customer or another employee that is usually first to detect and report such issues. When it comes to issues that affect network operations, responding quickly is key. Quick detection means quick resolution.

By detecting issues instantly, IT teams can resolve them swiftly and ensure they don’t plague the network for long. It is imperative for organizations to implement better monitoring solutions that can detect even slight drops in performance. This ensures quick resolution of issues, helping IT teams keep their networks up and running with minimum disruption, resulting in an overall increase in network quality.

2- Keep All Hardware Up To Date

As network demands continue to rise, it is important to prepare for increased requirements by investing in the latest and greatest network infrastructure. In an era where organizations across all verticals are increasingly reliant on IT and the availability of network resources for their services, they simply cannot afford to cut corners when it comes to their network infrastructure.

3- Optimize Bandwidth Usage

Organizations should ensure that they are wisely using the available network resources and bandwidth without putting too much strain on any particular server or network component.

This can help eliminate or at least limit congestion, which is the main cause of both brownouts and blackouts, depending on severity.

Network segmentation and load balancing are some of the most effective ways for organizations to optimize their bandwidth usage.

Network segmentation involves splitting the network into distinct components based on the role they play. These segments (also known as subnets) are isolated from the rest of the network and can function independently. Network segmentation enables organizations to prioritize and allocate network resources efficiently to different network segments depending on how critical they are to the overall functioning of the network. Moreover, issues with one segment are unlikely to spill over to other segments, reducing the likelihood of a brownout.

Load balancers enable organizations to evenly distribute traffic across the network to avoid overwhelming a single server or component with too much traffic. This can prevent bottlenecking and can smooth the flow of traffic throughout the network.

4- Implement Network Redundancy

Implementing redundancy in the network infrastructure is easily one of the most reliable ways to ensure smooth connectivity and stable performance. Organizations can either implement network redundancy by creating alternate paths for the flow of traffic within the network or use redundant hardware components that can automatically take over in case of a failure. Ultimately, these redundant systems can serve as an effective backup when facing issues with primary network components. These redundant components help with creating an effective failover mechanism, significantly reducing the frequency and severity of a brownout.

Takeaway

With organizations becoming increasingly reliant on IT, not just for their services, but also for their internal processes and operations, it’s safe to say they simply cannot afford any disruptions. Time is money and downtime is money lost. Organizations must invest in robust and reliable network monitoring solutions that enable them to instantly detect any issues in their network infrastructure so they can rectify them as soon as possible.

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ESET Bets On Specialized Security AI At 0.5% The Training Cost

ESET says NeoCortex can estimate an attacker’s next move, with a kill switch and human oversight built in to keep it from going rogue.

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eset bets on specialized security ai at 0.5% the training cost

A sign-in anomaly, a suspicious process launch and an unusual connection may look harmless alone. Together, they can describe an intrusion that is hard for security to teams to piece together.

To solve that problem, ESET announced ESET NeoCortex on November 4, 2026: a specialized foundational AI model for cybersecurity. It powers ESET LiveCortex, available within the ESET PROTECT Platform, which connects fragmented security signals and turns them into actionable incidents.

Filtering is the main selling point, with LiveCortex processing billions of raw telemetry events daily, and just 0.00111% of them contributing to incidents presented to customers. The aim is less alert fatigue and more analyst time spent on threats that matter.

NeoCortex is built on world-model architecture, learning how digital environments behave and how events relate. ESET says that lets it reconstruct missing incident context, recognize similar past cases and estimate an attacker’s likely next step – what the company calls “minus-one-day defense,” a chance to intervene before the next stage unfolds. ESET points to Black October, the week leading up to October 25, 2026, when critical security issues affecting PHP, Linux, GitLab and other key systems demanded rapid, prioritized responses, as the kind of moment where that context matters.

ESET’s internal research also suggests a specialized model like NeoCortex can be trained at up to 200 times lower cost than a large general reasoning model, while delivering more accurate, defense-focused results. The company credits optimized training, a focus on cybersecurity vocabulary, lower computing requirements and privately owned hardware.

Also Read: Dubai Says Its Deepfake Detector Needs Just 7 Seconds Of Video

“AI is accelerating both cyberattacks and cyberdefenses. With ESET NeoCortex, we are applying our AI investment to develop specialized foundational cybersecurity intelligence that remains under our control and strengthens, rather than replaces, human expertise,” said Juraj Malcho, Chief Technology Officer at ESET.

As part of the design, NeoCortex forms part of a layered architecture combining specialized models, deterministic controls, correlation logic, validation, auditability and expert human oversight. Safeguards include restricted sandboxes, read-only tools, continuous monitoring, defined usage and token limits, a kill switch and human oversight of critical response decisions. The model is also developed and self-hosted on ESET’s own infrastructure, which the company says reduces exposure to shifts among third-party AI providers, including commercial and geopolitical ones.

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