Monthly and quarterly patch windows were designed for a world where vulnerabilities trickled in slowly and attackers needed significant time to build working exploits. That world no longer exists. AI is now helping vendors discover and patch more vulnerabilities than ever before, and the same technology is in the hands of malicious actors who can reverse-engineer a patch within days of release. The window between patch availability and deployment is no longer an operational convenience: it is the primary attack surface.
In this interview on TFiR, Tuukka Tiainen, Lead Security Engineer at Recast Software, breaks down the measurable data behind a 2026 vulnerability spike, explains why CVSS scoring is insufficient for modern prioritization, and walks through what proactive patch management must look like when the gap between patch release and attacker exploitation is shrinking fast.
Guest: Tuukka Tiainen, Lead Security Engineer at Recast Software
Show: TFiR
Here is what every security engineer and IT operations team needs to know.
Technical Deep Dive
Q: What is the patch gap and why is it now the most dangerous metric in vulnerability management?
Tuukka Tiainen, Lead Security Engineer at Recast Software, defines the patch gap as the time between a known exploit existing and an organization deploying the version that fixes it. That window requires the organization to know which software it runs, which versions are vulnerable, and then actually push the update. Tiainen argues this metric is becoming critical because AI is compressing the time attackers need to turn a patch release into a working exploit, shrinking the margin for slow deployment cycles.
“That’s the critical time there between the exploit happening and then you having your latest version on your machines, on your fleet of machines.”
Tuukka Tiainen, Lead Security Engineer, Recast Software
Q: What does the 2026 CVE spike data show and what is driving it?
Tiainen has tracked vendor patch releases monthly for over two years using Recast Software’s own application catalog, which monitors patch releases across a broad range of vendors. He observed that metrics were largely static through 2024 and 2025, but starting in March 2026 the number of vulnerabilities patched per month rose sharply and has not come back down. His strong assessment is that AI-assisted vulnerability discovery is the primary driver, with browser vendors such as Mozilla publicly confirming they have enhanced their vulnerability management processes with AI tooling.
“This spring the metrics really started to become different. The number of vulnerabilities patched every month went up a lot, and it hasn’t come down since.”
Tuukka Tiainen, Lead Security Engineer, Recast Software
Q: How is AI changing the attacker’s ability to weaponize low-severity vulnerabilities?
Tiainen notes that zero-day exploits used to represent the most urgent patching priority because they required sophisticated, manual exploitation. AI changes this calculus: attackers can now reverse-engineer patches and elevate vulnerabilities that carry low CVSS severity scores into working exploits far more quickly than before. The implication is that the category of vulnerabilities requiring rapid patching has expanded beyond critical-rated CVEs to include a much broader set of disclosed flaws.
“Malicious actors can reverse engineer these patches and even vulnerabilities that seem to have low severity, with the help of AI they can change these exploits. You just need to be patching faster than you used to do.”
Tuukka Tiainen, Lead Security Engineer, Recast Software
Q: Is the three-day patch window enough time or does it create a false sense of security?
Tiainen acknowledges that three days creates competing pressures: from a pure security standpoint it favors fast deployment, but larger organizations need time to test new application or OS versions before rolling them out to production fleets. His position is that security should outweigh availability concerns in most cases, and that some of the testing overhead organizations have historically applied to third-party application updates may need to be reduced. He observes that third-party application patches rarely break systems completely in modern environments, making that testing less justified than it once was.
“I think the security just weighs more in the scale here. We might need to give up some of that testing that might seem critical for usability and availability.”
Tuukka Tiainen, Lead Security Engineer, Recast Software
Q: Why is CVSS scoring no longer sufficient for patch prioritization?
Tiainen explains that CVSS scores measure severity in isolation and do not reflect real-world exploitability at a given point in time. Teams relying solely on CVSS will routinely deprioritize vulnerabilities that are actively being weaponized while spending effort on high-scoring issues that are rarely targeted. He recommends layering in EPSS scores, which estimate the probability a given CVE will be exploited within the next 30 days, alongside threat-insight signals such as whether a public exploit exists and whether it is incorporated into known threat actor tooling.
“CVSS is not enough anymore. You need to look at the exploitability as well and rely on other metrics. EPSS tells about how likely a vulnerability is going to be exploited within the next 30 days.”
Tuukka Tiainen, Lead Security Engineer, Recast Software
Q: What is the difference between reactive and proactive patching and why does it matter for closing the patch gap?
Reactive patching means an organization waits until a vulnerability is disclosed, identifies that the vulnerable software is in its environment, and then initiates a patch deployment. Tiainen points out that by the time a team works through that sequence, meaningful time has already elapsed. Proactive patching means maintaining application lifecycle management such that new versions are deployed as soon as they are released, without waiting for a vulnerability signal. This approach keeps the fleet closer to current versions continuously, reducing the gap whether or not a specific CVE has been flagged.
“You can be proactive. You maintain the lifecycle of the application and deploy the new version whenever there’s a version available. You don’t need to wait for the signal for the vulnerability.”
Tuukka Tiainen, Lead Security Engineer, Recast Software
Q: Did AI introduce more software flaws or is it simply better at finding flaws that already existed?
Tiainen’s assessment is that AI is primarily accelerating the discovery of flaws that were already latent in software, rather than introducing new classes of bugs through AI-generated code. He frames the current spike as a first wave driven by a limited set of large vendors who have the resources to deploy frontier AI tooling in their vulnerability research processes. As that capability spreads to more vendors and projects, the volume of discovered and patched vulnerabilities is likely to grow further.
“AI just enhances the capabilities of finding those flaws in software. We are only seeing a first wave. They are able to enhance their capabilities finding these flaws and stop them becoming vulnerabilities.”
Tuukka Tiainen, Lead Security Engineer, Recast Software
Q: What internal processes and practices should organizations put in place to be ready for faster patch cycles?
Tiainen recommends starting with software inventory visibility, because an organization cannot patch what it does not know it runs. From there, he stresses assigning explicit ownership of patch and vulnerability management rather than leaving it as a shared, diffuse responsibility. He acknowledges there is no perfect process and that patching processes improve iteratively, but the priority is making the deployment window as short as operationally possible while maintaining enough testing to preserve availability.
“You have to have the visibility and you have to know your software inventory. If you don’t know that, you don’t even know that you are vulnerable to some of these nasty exploits.”
Tuukka Tiainen, Lead Security Engineer, Recast Software
Q: How can organizations get help with endpoint patching and vulnerability management from Recast Software?
Tiainen describes Recast Software’s product set as covering endpoint patching, monitoring, and privileged access management, with a focus on Windows and Mac workstations. The application catalog within the platform tracks patch releases across a wide range of vendors and delivers new versions quickly, supporting both reactive and proactive deployment workflows. He is candid that much of the work must happen internally through process and ownership, but that tooling can reduce the manual overhead of tracking and deploying patches at speed.
“We can help with the technology. But even as important is what you can do internally in organizations. Make somebody accountable of patching and vulnerability management.”
Tuukka Tiainen, Lead Security Engineer, Recast Software
Resources & Documentation
- Recast Software, endpoint patching, monitoring, and privileged access management for Windows and Mac fleets
- EPSS (Exploit Prediction Scoring System), FIRST.org metric estimating the probability a CVE will be exploited within 30 days
- Mozilla Foundation Security Advisories, official Firefox vulnerability disclosures and patch release notes
- Chromium Security FAQ, Chromium project security documentation and vulnerability disclosure practices
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👇 Click to Read Full Raw Transcript
Swapnil Bhartiya: Somewhere in your calendar there is a patch window. It comes once a month, maybe once a quarter. That rhythm was built for a trickle and that trickle predates AI. This year the trickle has become a flood because now AI helps vendors find and fix flaws faster than ever. The vulnerability that is most likely to hurt you already has a patch. But that patch is waiting for your next patch window. And this gap is what attracts attackers. And today we have with us Tuka the Aynan Dikast lead security engineer to unpack it all. First of all, Tuka, it’s great to have you on the show.
Tuukka Tiainen: Thank you very much. Yeah, this is a really interesting topic.
Swapnil Bhartiya: Yeah, let’s look at, I mean we are going to look at the numbers, all the data that you presented before that. I would love to know a bit about the company and your own background so our audience know who they are listening to.
Tuukka Tiainen: Recast Software is the company I represent here. We have our own products for basically managing endpoints. So either it is patching or monitoring them or whatever or privileged access. We have those. So everything that we do basically have something to do with endpoints. And I especially, I mean like workstations, Windows machines and Macs. So those are the products. And I have been here at Recast Software for six years now I think and I have a background in IT. But then at some point I really got more interested in cybersecurity and I’m on that road now.
Swapnil Bhartiya: Now you came up with of course all these numbers, the data and you know how AI is. I mean of course AI is touching security in almost every aspect. It depends on which side of the aisle you are on. So it could be good or bad, but you know, it’s going to be here, it’s not going to go away. So we have to learn how to deal with it. Right. That is the situation. So let’s look at some of the numbers, some of the data, how it has changed things, especially around March this year. What is your assessment?
Tuukka Tiainen: Yeah, well bluntly said there are spikes on those metrics and I have been doing this kind of monthly block for over two years now. And I have to say that most of the months have been like last year and a year before that. They seemed pretty static. Sure there were like more zero day exploits, some months and the numbers were different. But this spring, like you said in March, the metrics really started to become different. I mean only the number of vulnerabilities patched every month. It went up a lot and we are getting this data from our own because we have our own solution, our own product application workspace and we have our so called application catalog that and we are tracking a whole lot of different vendors and how they release patches and all about their new version. So yes, there was a spike and it hasn’t come down since.
Swapnil Bhartiya: As I was saying in the very beginning that now vendors are finding and patching more vulnerabilities than ever. It is quite obvious that AI is helping in vulnerability discovery. But is that also one of the reason for this spike or there’s some other reasons?
Tuukka Tiainen: Well, that is my strong suspicion that AI is behind this. We especially the bigger browsers, Chromium and Firefox, I can see especially in those applications there are so many vulnerabilities starting to appear. So I would really think that it’s Mythos or some other AI technology frontier technology behind that. And for example Mozilla, they admit that they have enhanced their own vulnerability management harness with AI. So we have proof from there and I think it’s same with the Chromium as well. I mean all you need to do is look at the release notes and the list of the vulnerabilities and the contributions in their release notes and you can see AI there and so much more of those vulnerabilities. And overall. So AI definitely is there one of the reasons.
Swapnil Bhartiya: Now as we all know that AI is getting better and you also gave example of methods and all those models there. It is getting better at finding vulnerabilities and it could also help attackers exploit them. How does that change the vulnerability and patching landscape especially for companies like Recast where you do help customers, users in patching those vulnerabilities that are found. So talk about how is it changing landscape for the whole market and even for you.
Tuukka Tiainen: That’s a very good question I think for me as well because I can talk for myself. I do the patch management internally at Recast but then also for our customers. I mean it used to be those zero day exploits that were felt the most dangerous thing out there. Whenever they are you had to really go fast and patch them. But now when there’s AI, when malicious actors, criminals are using AI as well, they are so easily, they can reverse engineer these patches and even vulnerabilities that seem to have low severity with the help of AI people and malicious actors they can change these exploits and therefore it’s just you need to be patching this application faster than you used to do. It’s kind of simple if you put it that way.
Swapnil Bhartiya: Let’s come back to the gap that we talk about. How would you define what exactly is patch gap to security teams and users? And why do you feel or believe that it could become one of the most important metrics when it comes to vulnerability management? Because that is the window when things go wrong.
Tuukka Tiainen: Yeah, I mean, it depends if you think this from the perspective of a malicious actor learning or creating an exploit. But let’s say there’s an exploit and then your organization has to, you have to know about that. You have that software, you have to know that that’s vulnerable. So you have to know the versions. But then you need to obviously patch into the latest version. That would fix the exploit. And that’s the time gap there, which I think that it’s going to shrink because malicious actors will get their, they will create those exploits so fast. So that’s the critical time there between the exploit happening and then you having your latest version on your machines, on your fleet of machines.
Swapnil Bhartiya: Do you think that three days is enough time or too much time or too little time? No, it depends on who you’re talking to. For a lot of teams who have to prepare for the patching because they have to worry about things that should not break, patching can, we have seen so many examples, the critical systems may break, so at one point it’s not enough time. And also when if it is dropped on Friday and now you’re working on Saturday, Sunday and Monday at the same time, three days may be a lot of time for bad actors. So how do you look at this window?
Tuukka Tiainen: If we think about this from purely from security point of view, I would always prioritize that, do the patching faster. But I know that in larger organizations you might need to actually test those new application versions or operating system versions before you actually deploy them in your own environment. But that is just my gut feeling right now that we might need to give up some of that testing. That might seem critical for usability and availability. But I think the security just weighs more in the scale here, if you know what I mean.
Swapnil Bhartiya: Now, if organizations may need to patch critical vulnerabilities within these three days, what has to change about how IT and security prioritize and manage patching? Because this is the window, there may be a long CVE list now they don’t know what to prioritize, what not to prioritize.
Tuukka Tiainen: That’s always a difficult question because I know that many companies have relied for example on the CVSS scoring in the past, but I don’t think that that metric alone is reliable enough anymore because there are things available, for example EPSS that tells about how likely a vulnerability is going to be exploited within the next 30 days. So I would rely much on that, but also on other metrics like there are threat insights like maybe is it part of a tool, is the exploitation public, and all that kind of stuff we need to be looking at. So CVSS for example it’s not enough anymore. You need to look at the exploitability as well and rely on other metrics. Maybe that will help with the prioritization.
Swapnil Bhartiya: And how do you help organizations either with the priorities or to get the patch in time? Also actually look, the problem with the patch is that patch is there. If you don’t deploy the patch, what good is the patch?
Tuukka Tiainen: Well, first of all, I know at least one way we are able to help with this. I’ve noticed when I’ve used quite a bit of different vulnerability databases and then I’ve used our own product and I know for a fact that we deliver those patches pretty fast and there are different ways of doing this. But if you know, if you are reactive, you look for the vulnerabilities first. It might be a little late for you when you start patching, only when you know about the vulnerability. But you can be proactive as well. You can use a tool that you keep, you kind of take the, you maintain the lifecycle of the application and you deploy the new version whenever there’s a version available. You don’t need to wait for the signal for the vulnerability. You know, you can start patching it whenever there’s the latest version. So that’s at least something. We delivered those new application versions really fast.
Swapnil Bhartiya: This is a kind of interesting question. Where we may give credit to AI or take credit from AI is that when we look at these flaws, when we look at the spike that you talked about, were those flaws always there and AI is now capable of finding them or because of AI written code, there are more flaws being introduced. So what I’m looking at is that the flaws were always there but you know, there is a saying, as Linus once said, your fellow Finnish, that given enough eyeballs all bugs are shallow, then there’s a lamp post effect. You know, sometimes you’re only looking where you expect the flaw to be. But flaws can be anywhere else. AI is now capable of doing scanning at a much faster pace. So the question is were the flaws always there and AI is simply better at finding them faster, or because of the way we are writing software using AI there are more flaws. So it’s a tricky question.
Tuukka Tiainen: I think personally that AI just enhances the capabilities of finding those flaws in software. That’s how I think and how I see that’s the reason. Now only some vendors, I mean let’s think about Project Naptime. Only a specific set of vendors and big companies are able to use the best technology out there. So we are only seeing I think like a first wave. They are able to enhance their capabilities finding these flaws and stop them becoming vulnerabilities. But yeah, so I think that exactly that’s the reason AI just makes it easier.
Swapnil Bhartiya: Can you also talk about your team, you have solutions that help, but what kind of internal processes and practices should organizations put in place so that first of all irrespective of how much gap they get, three days, four days, one day, they are ready for those patches. There is no shocking moment. They don’t feel that they were not prepared and both things can happen. They did not apply the patch so they got compromised. Or they applied the patch without testing and they got compromised.
Tuukka Tiainen: There’s no right answer to that. I believe it is just trying to balance between security and availability. But my background is in security. It used to be in IT too but nowadays I would prioritize the security as much as you can and try to find the right processes that you just have enough testing that the availability stays good and not everything breaks. I mean the way I’ve seen third party applications that we focus on, I don’t see so much of them breaking systems completely anymore. Maybe it happens every now and then and testing is needed but make the window as small as you can and have a team to look at these vulnerabilities. That’s the main thing here. You have to have the visibility and you have to know your software inventory. What do you have? Because if you don’t know that, you don’t even know that you are vulnerable to some of these nasty exploits. And start from somewhere. It doesn’t have to be perfect because processes they do develop over time.
Swapnil Bhartiya: Who should reach out to you folks and when and what is the best way to do so? Do you do a lot of hand holding or you just offer, hey, these are solutions, the patch is there. I want to understand how organizations can get the help that they need in time.
Tuukka Tiainen: Yeah, I mean, they can do a lot internally, but we can help. Our solutions can definitely help. I’m not the salesman here, but surely they are able to find our products. They can be the technology that helps here. But even as important is what you can do internally in organizations. Have your team and somebody look at it. Make somebody accountable of patching and vulnerability management. But yeah, we can help with the technology.
Swapnil Bhartiya: Tuukka, thank you so much. I really enjoyed digging into this data with you. And also how, I mean, I really love that you said the flaws were there, AI just speeding up the finding because sometimes we put a lot of blame on AI. It is there and then very pragmatic, very practical approach. So thank you so much and I would love to have you back on the show. Thank you.
Tuukka Tiainen: Yeah, thank you very much. Pleasure.
Swapnil Bhartiya: It was my pleasure. And those who are watching, please go and check more about Recast Software at recastsoftware.com and I’ll see you in the next one. Thank you.





