Skip to content
‹ Back to IndustriesProfessional AV

Signature or Behavior-based security? There’s a New Option

In the war of signature versus behavior-based detection, there is no victor. These critical and complementary technologies were exactly what the world needed. But the time has come for a new solution. There’s a new way of protecting, and it combines all the best aspects of what we know today, plus that critical component that’s…

This story was produced through MarketScale. See how Professional AV teams put it to work with Customer Stories & Case Studies.

·
Share
Signature or Behavior-based security? There’s a New Option

Free workspace

Turn your Professional AV expertise into content.

Record interviews, organize footage, and write with AI on a free trial of the MarketScale platform for qualifying companies. No demo required, no credit card.

Try it Free

In the war of signature versus behavior-based detection, there is no victor. These critical and complementary technologies were exactly what the world needed. But the time has come for a new solution. There’s a new way of protecting, and it combines all the best aspects of what we know today, plus that critical component that’s missing from today’s traditional solutions: reputation.

Detection vs. Protection

Some technologies are simply designed to “detect” suspicious activity and then log it or alert something or somebody that there has been a detection. In other words, these technologies do nothing about the incident other than telling something or somebody that something has been seen.

Protection on the other hand must first detect something suspicious has been seen, and will then take action to prevent that “thing” or “code” from detonating or becoming active on your network.

Think back to the good old days when there were just a handful of virus detection/protection solutions out there like Norton Antivirus. If you had Norton for personal or home use, you could go into the quarantine folder, find all the virus files that Norton detected attempting to access and install on your computer, and see that Norton had quarantined it – essentially rendering it useless and unable to execute.

So hackers bought Norton and other antivirus software solutions and learned how to bypass them. It is now fairly safe to assume they own versions of nearly all IDPS solutions and work vigorously to learn how to circumvent their detection capabilities.

Signature-Based Detection & Protection

When you purchase and install your first anti-malware solution, the first thing it will do is reach back to the vendor’s database of malware signature rules and download them onto your system’s app. It will then routinely check the database for updates to attempt to stay as current as possible. As files are introduced to your network or a computer/device on your network, the security solution scans your system and compares the binary of those files to the list of binaries in its database.

If there is a match, a signature or “rule” tells the solutions to alert, block, quarantine, or prevent the file from executing or proceeding any farther. And therein lies the problem. The database is only updated as fast as signatures for newly identified malicious files can be identified, analyzed, tested, and verified as malicious.

Keep in mind, that some believe nation-state actors are now capable of slightly altering original malicious files an exponential number of times (think variants) using artificial intelligence, at an extremely rapid pace.

Therefore, the industry does its best to keep newly discovered malicious files quiet and under the radar, because they are racing against the clock to produce signatures before word spreads throughout the cybercriminal community where they can begin taking action. If vendors get their databases updated quickly enough, the odds of cybercriminal success diminish quickly.

Behavior-Based Detection & Protection

Behavior-based detection, sometimes called heuristics or anomaly-based detection, uses a completely different approach. To begin, behavior-based detection systems need to understand a detailed blueprint of your network. They need to see a network topology, understand all of your operating systems and applications, understand your firewall rules, and understand what normal data looks like as it traverses your network.

They may also incorporate your security policies, settings, and normal network/sysadmin functions into their understanding of your network “behavior.” Once the initial monitoring, recording, sampling, and data are all applied, the solution considers this your baseline.

After that point, any suspicious network traffic or alterations will most likely be detected and flagged as alerts or reported as suspicious activity.

Some examples of behavior-based detections might be:

  • never-before-used hosts suddenly appearing on your network,
  • an unusually high volume of transactions occurring at odd times compared to the baseline,
  • unusual login attempts to key pieces of network architecture like domain controllers,
  • patterns of data moving between machines in the middle of the night with no corresponding process, or
  • processes normally never used on any machines in your network start appearing.

Another critical aspect of behavior-based systems are the analysts who monitor them. Even better is if those people are threat hunting rather than just monitoring alerts. The main reason is that someone needs to ask “Why?” in regards to the alerts a behavior-based solution might generate. And threat hunters will not only inquisitively ask why, but also, how? And they’ll deep dive into what is happening that the solution thinks is malicious. During this investigation process, it is likely they’ll discover other things the solution didn’t see during their investigation.

Aside from the fact that all of this takes a significant amount of time, resources, and expertise – the glaring issue with all of this is: What if cybercriminals are already inside your network when the initial baseline is determined? They may simply look like part of your normal.

A New Concept: Reputation-Based

Instead of signatures and rules and binary and behaviors, what if you could see what and who your resources are communicating with, in both directions, and know if those communications are with reputable or suspicious Internet Protocol (IP) address space on the internet?

Many people aren’t aware that IP space is mathematically finite, but all of what is there has always been there. That means since the beginning of the internet, there is a history for every single IP on the internet (roughly around 8.5 billion IPs). Even if the IP has never been used or taken by someone for use, that is its history: unused.

This IP history is incredibly valuable because IPs go through many users and shared users over time. Also, many IPs are used simultaneously by multiple hosts, such as multiple websites, multiple databases, and so on. It is true also that many are hosting just one user, system, server, mobile device, IoT camera, etc. at a time.

This can lead instantly to an easy set of questions:

  • Do I want my company enterprise to communicate with IP space in foreign countries?
  • Do I want my company enterprise communicating with domains less than 1 month, 3 months, 6 months, 1 year, 2 years old?
  • Should any of my machines be communicating with IP space known to host malware or be part of a ransomware or hacker group’s infrastructure?
  • How do I know the reputation of any particular IP address or domain?
  • What about communicating with the dark web?

These IP and domain histories are valuable because everyone from solo hackers to nation-state-sponsored threat actors lease IP space and domains – sometimes for quick, temporary purposes or often long periods of time. In the case of the latter, it usually is well-known that those are high-risk IP addresses. But in the case of the former, many are unsure what to call it until something happens with it.

Would you block communications to Amazon Web Services if you found out hackers hide malware in domain resources hosted by AWS? Or Google Cloud? Or Microsoft Azure? Because they all have bad guys leasing space and setting up domains (or hacking into someone else cloud-based domain) and are storing their malware there. Those cloud providers just don’t have the capacity to scrub the entire cloud and catch them all. So will you block communications to those cloud providers? Of course not. You do business there as well.

There are many reasons an IP or domain can have a high-risk rating. It can be as simple as geographic region, or nation-state owned/leased IP space. It can be due to levels of threat intelligence reports indicating the IP is often used for hosting malware or used as a hopping point in cyberattacks. It might be based on the date of domain creation or the age of domains used in business.

What if you could control those communications based on those reputations such as kill the connection attempts or allow and observe what they’re doing? It is all possible and we advocate adding that capability to your security stack as soon as possible. We believe there are simply more, early, and better indicators of malicious activity just in the connection analysis of your company’s network to the outside world.

Intrusion Shield in Your Security Stack

Despite thousands of companies having valuable security stacks managed by qualified security experts, it seems every day a new company suffers a ransomware attack or data breach. We’ve blogged in the past about the anatomy of a cyberattack and have highlighted how phishing is still the top first-strike method for hackers to walk past your security stack.

The reality is that at least some of those phishing emails are going to get into the inboxes of your employees. The real problem is what happens after your employee downloads the file, clicks the link, or opens the app. The emails will often come from non-suspicious-looking sources because they’re spoofing legitimate email addresses. That is step one. But step two is when your employee clicks the link or opens the file and a script “call-home” to an IP/domain to download the next stage of malware.

Few solutions adequately identify good IP space from bad. Some vendors claim they’re aware of 500 million bad IPs. That’s a fraction of the 3.5 billion that should have a high-risk, poor reputation score. Intrusion Shield monitors every packet from every port and every protocol traveling in both directions, to and from your network.

We are certain integrating Intrusion Shield into your stack will save your security analysts valuable time and resources to locate and stop malicious activity within your network before it becomes serious.

Your experts belong here

Every story in MarketScale Professional AV starts with a company putting its integrators, design engineers, and product specialists on the record. Buyers are already reading this topic. The only question is whose experts they find.

When a spec writer or facilities lead searches this category, your integrators are what they find instead of a competitor.

Book DemoSee how it works15 minutes, straight to a calendar.
B2B Weekly

The week in Professional AV, and sixteen other industries, every Monday.

Ten stories, one-line takes, five minutes. Free.

Professional AV: are you visible to AI?

Before they reach out, Professional AV buyers ask AI engines which vendors to trust. Explore how your experts, customers, and partners can become useful content for buyers and AI search.

Free Trial

You just read one Professional AV expert. Your company is full of them.

This article was produced through MarketScale. The same platform turns your integrators, design engineers, and product specialists into the articles, video, and social content Professional AV buyers are searching for. Start a free trial and see it with your own people. For qualifying companies, no credit card, no demo required.

NPS +73 · 1,000+ creators · 38+ countries

What your free trial includes

Hands-on access to the MarketScale platform
Media requests to your crowd, remote recording, AI writing tools
No demo required. No credit card.
For qualifying companies. Company confirmation required.

More Professional AV Insights

Vindral shares an Emmy honour for frame-accurate browser monitoring

Vindral shares an Emmy honour for frame-accurate browser monitoring

Vindral shares an Emmy honour in a category described as web-based, frame-accurate, remote and distributed. Vindral shares the category with NBCUniversal, Disney, Amazon, CBS Sports, Grass Valley, Game Creek and SipRadius. The award recognises tools that keep production teams in separate locations frame-accurate in a browser, without specialised hardware.

  • 01The Emmy-recognised technical bar is that everyone on a distributed production sees the exact same frame at the exact same moment in an ordinary browser, with no specialised hardware.
  • 02Eight organizations share the award, and the release says the work being honored dates to the pandemic. The announcement doesn’t rank the honourees or include latency figures a buyer could benchmark.

Sep 28, 2026

Certified Teams Rooms kit from Nureva and AudioCodes needs no ceiling mics

Certified Teams Rooms kit from Nureva and AudioCodes needs no ceiling mics

Nureva and AudioCodes earned Microsoft Teams Rooms certification for an Android setup for medium rooms: Nureva’s HDL310 plus three AudioCodes devices. The design avoids tabletop or ceiling mics and skips complex DSP and custom programming. It helps IT teams standardize repeatable rooms, while certification tests device performance (not feature claims).

  • 01A medium Teams Room on Android can be built from four jointly certified devices (Nureva HDL310, AudioCodes RXVCam70, RXV200-ES and RX-PAD-ES) without tabletop or ceiling microphones.

Sep 28, 2026

Cornea's Class AI puts 100+ teaching tools on its interactive panel

Cornea's Class AI puts 100+ teaching tools on its interactive panel

Cornea's Class AI software adds more than 100 teaching tools. Cornea, an OEM on the GeM portal, presents its products under the theme "One Brand for Every Display Need," which could appeal to schools and government buyers who want one supplier.

  • 01Cornea positions itself as a single source for hardware, software and AI-enabled AV infrastructure, with consolidation pitched as valuable for institutions fitting out rooms in batches.
  • 02For buyers already standardized on a conferencing or audio brand, how well a new panel fits the installed gear matters more than a single-brand classroom stack.
  • 03Signal to watch: whether the AIO PC, the Orator lectern and the new panel appear as orderable GeM listings, and at what price.

Sep 27, 2026

Explore More Professional AV Insights

Read more expert perspectives from across Professional AV.

Browse Professional AV Hub

For B2B teams

Your experts could be publishing here

Stories like this one run on content MarketScale captures from real practitioners. See how your team's expertise becomes coverage in Professional AV and beyond.

Book a Demo

Or call us. No forms required. We pick up. 214-945-2512