Connect with us

News

The Many Benefits Of System Redundancy For An Organization

Discover the numerous advantages of implementing system redundancy for your organization and enhance operational reliability.

Published

on

the many benefits of system redundancy for an organization

The term redundancy is hardly ever used as a positive term or in a positive context. Generally speaking, redundancy refers to an unnecessary repetition or copy of something and has connotations of beating around the bush, especially where writing and speech are concerned.

But let’s forget about that for a moment. From a purely business operations point of view, redundancy is one of the best and most reliable ways to ensure the soundness of your critical infrastructure. It helps ensure your networks are running the way they should: free of any disruption.

With people’s patience for downtime continually wearing thin and its costs constantly on the rise, organizations need to make sure that they are minimizing downtime as much as possible. Thanks to redundant systems, you can ensure that downtime, both planned and unplanned, isn’t as big of a headache as it would be otherwise. But that’s not all; redundant systems provide organizations with a host of other benefits.

What Is System Redundancy?

System redundancy refers to the duplication of critical components and infrastructure that can be used as a fallback in case of failure with the primary critical infrastructure. These backup systems are known as redundant systems.

Types Of Redundancy

System redundancy is classified into three main categories:

  • Hardware Redundancy: This is the duplication of critical hardware assets such as servers and data centers. It can also include duplication of power sources and network components.
  • Software Redundancy: This involves running different copies or instances of software that is critical to the infrastructure on various devices and servers.
  • Data Redundancy: This refers to making multiple copies of critical data and storing it in different locations within the same storage system or even a different storage system entirely.

How Does System Redundancy Help?

Increased Reliability

Redundant systems function as a backup for your critical infrastructure. This means you have assets and other systems in place that are primed and ready to take over promptly in case of failure in your primary asset infrastructure, greatly enhancing your fault tolerance. This is an especially effective way to ensure your systems are operating as intended, even when there is a failure. Redundant systems can significantly reduce downtime and ensure uninterrupted business continuity.

Improved Performance

Redundant systems don’t exist to serve merely as backups. Implementing redundancy into your critical infrastructure provides you with a lot more resources to work with. This enables you to improve performance by spreading the workload across multiple devices during periods of heavy load, resulting in reduced latency and optimal performance levels.

Where network performance is concerned, redundant systems provide a great solution to the problem of network brownouts (also known as unusable uptime). When downtime occurs, it often results in periods of greatly reduced performance, even after the network is up and running again. Network brownouts are among the biggest, albeit often overlooked, threats faced by IT organizations.

Disaster Recovery

Having redundant systems in place can greatly aid organizations with disaster recovery. We’ve already discussed how these systems allow you to quickly bounce back even when there is a failure in your critical infrastructure. Data redundancy, in particular, can enable you to quickly recover from a situation where you lose critical data either due to a malfunction in your storage infrastructure or an malicious action such as a ransomware attack. Having a backup of your critical data provides you with a simple data restoration option. It can enable you to revert to a previous state — before the data loss occurred.

The Benefits Outweigh The Cost

While the initial investment requirements for redundant systems are substantial, there is no doubt that they provide massive benefits and cost-savings in the long run. Ultimately, the organization needs to decide which systems need redundancy, but when implemented effectively, redundancy is a net positive for the organization.

Advertisement

📢 Get Exclusive Monthly Articles, Updates & Tech Tips Right In Your Inbox!

JOIN 23K+ SUBSCRIBERS

Click to comment

Leave a Reply

Your email address will not be published. Required fields are marked *

News

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.

Published

on

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.

Continue Reading

#Trending