Q&A: Cycode’s Next-Generation SAST Engine Reduces False Positives by 94%

Qa Cycodes New Engine Eliminates 94 Of False Positives

In the world of application security, false positives have long been the bane of existence for development teams.

Cycode, the leader in Application Security Posture Management (ASPM), just launched a breakthrough next-generation Static Application Security Testing (SAST) engine that achieves a remarkable “94% reduction in false positives in OWASP benchmark tests compared to leading open-source and commercial alternatives.”

In the official press release, Lior Levy, CEO and Co-Founder of Cycode, explained the necessity behind it, noting: “When a third to half of the findings are false positives and slow scans delay progress, it is impossible to maintain developer trust and build an efficient and effective program.”

With its next-generation SAST engine, Cycode reduced false positives to 2%. To learn more, we spoke directly with Cycode’s Amir Kazemi, Director of Product Marketing, and Devin Maguire, Senior Product Marketing Manager, about how it reduces the noise and burden of sifting through thousands of false positive findings.

The transcript has been edited for brevity. Here’s Amir and Devin.

Q: Can you tell us a little about SAST and how it’s changing the way developers approach security in their workflows?

Amir: We’re in an era dominated by AI now. Last year alone, 93 billion lines of code were generated.

Amir Kazemi
Amir Kazemi, Director of Product Marketing at Cycode

But AI also has its ripple effects — there’s a lot more code out there, and it’s more vulnerable now. Attackers are using AI against us, and that’s why these breakthroughs are so crucial right now. Security is racing to keep up with all of this. The attack surface is massive, there are too many tools, and security and development are still siloed.

There’s also an expectation to innovate faster, and that’s why these breakthroughs matter so much. It’s all about speed, efficiency, accuracy, and, of course, security. We call this AppSec chaos, and our mission is to secure the software that the world depends on in this AI-driven era. Leading enterprises are joining us on this mission, and we do it through our enterprise-proven complete ASPM platform to fix what matters. SAST is a major component of this approach, especially from an application security testing perspective.

Devin: That 93 billion lines of code have the same flaw density as before. That means there’s more code, but the flaws are still there, and the pressures on time and cost for developers haven’t changed.

Devin Maguire
Devin Maguire, Senior Product Marketing Manager at Cycode

This is why SAST and shifting left to enable developers matter. It helps them manage this scale while also delivering on time and delivering secure code.

But there’s been this persistent limitation with traditional SAST tools — they’ve either been too slow or too inaccurate. In fact, those quick SAST tools, while fast, are wrong about 40% of the time, which leads to a 40% false positive rate. On the other hand, if you want deeper analysis, you’re paying for it with slower DevOps processes and scans that disrupt developer productivity. So, this is the challenge developers face.

The breakthrough here is that, for the first time, we’re delivering deep source-to-sink analysis but still providing a very fast and efficient scanning process. It’s quick to deploy and doesn’t slow down DevOps workflows.

Q: The press release mentions that the next-generation SAST engine reduces false positives to 2% while maintaining a 75% recall rate. For readers who may not be familiar with these terms, how do these numbers translate into real-world savings and reduced application risk for businesses?

Devin: We’ve seen real-world validation of the 2% false positives through the OWASP benchmark and feedback from customers. For example, one customer reduced their false positives from 36% to just 2%. If they had 100,000 findings in their application, that’s a reduction from roughly 36,000 false positives down to around 2,000. This makes a huge difference, as it means developers are dealing with far less noise and can prioritize the issues that actually matter.

The goal is to eliminate unnecessary tasks, speed up fixes, and ultimately allow developers to get back to what they do best: Delivering great software.

While AI remediation isn’t part of this launch, we’ve already implemented it. We’re helping developers quickly identify and fix issues by focusing on three key areas: risk reduction, prioritization, and remediation. The goal is to eliminate unnecessary tasks, speed up fixes, and ultimately allow developers to get back to what they do best: Delivering great software. This not only helps with security but also drives business value.

Q: As AI becomes standard in many tools, what has your team’s experience been integrating it into your ASPM platform? And what’s your overall opinion on AI’s role in helping developers stay agile in today’s market?

Devin: At a high level, AI plays two key roles in security: prioritizing the vast number of findings and violations, and increasing developer productivity and capacity to remediate.

At Cycode, we focus on two main AI projects: one for security teams and one for developers. For security teams, AI helps with detection — like our secrets scanner using OCR — but most importantly, AI enhances prioritization. By analyzing the full context of violations, AI helps identify what really represents risks to the business.

For developers, AI is used to improve their experience by providing remediation guidance. We’re working on AI-generated code fixes, making it easier for developers to fix issues quickly, not just find and prioritize them. These AI-driven improvements help developers address security issues faster and more efficiently.

Amir: Building on what Devin said, AI is woven into the core of our ASPM platform, not just added on as a third-party solution, like OpenAI API. We have internal teams focused on AI projects, and this integration runs across the platform, benefiting both security and developers.

Q: AI seems to be integrated into every step of the developer life cycle. Where do you see the future of application security testing, especially with AI and automation? How will Cycode’s platform evolve to address emerging threats and technologies?

Devin: My personal view on AI is that it’s history repeating itself. Every new technology brings excitement, but also new risks and complexities that need to be managed from a security standpoint. Just like open-source adoption or cloud security, AI will add layers of security challenges. The difference with AI is that you can’t just keep adding layers of risk and complexity without eventually needing automation to handle it all.

AI will have a big impact on providing visibility into AI-related risks, but the key will be using AI to create clarity out of all the data. It’s not just about visibility; it’s about making sense of it. AI will also play a role in security by facilitating remediation. The future of security is moving toward autonomous systems, which use sensors to detect issues, algorithms to process data, and actuators to take action.

It’s not just about visibility; it’s about making sense of it. AI will also play a role in security by facilitating remediation.

Amir: We’re in an era of the “10x developer.” In the past, a company might have had a few standout developers, but now, with AI tools, all developers are becoming 10x developers. The downside is that attackers can also use AI, so we need to be cautious about relying too heavily on a single tool.

GitHub Co-pilot, for example, helps developers be more productive, but it shouldn’t be the only tool for security scanning. In the future, we’ll see more tools on the SAST side to complement tools like GitHub Co-pilot, and Cycode is well-positioned to lead in this space.

In the past, a company might have had a few standout developers, but now, with AI tools, all developers are becoming 10x developers.

Devin: Yeah, AI is now everywhere. You need specialized capabilities within your AI tools, much like you need specialized roles like security champions or AppSec engineers. AI will play a crucial role in enhancing those specialized security functions.

Q: With AI being such a hot topic, there’s always that balance between security and agility. So, before we wrap up, is there anything we haven’t covered that you’d like to mention about the next-generation SAST engine, ASPM, or the future of DevSecOps?

Amir: From my perspective, we see the market in three waves. The first wave is where ASPMs are just tool aggregators, pulling in third-party security data. Now, we’re in wave three, which is the complete ASPM, and Cycode is leading the way here. A lot of legacy vendors are trying to catch up, but it may take them two to three years to get there. The complete ASPM approach is the new vision, and the market is really excited about it.

About Cycode

Cycode is a leader in Application Security Posture Management (ASPM) that provides security solutions for the software development lifecycle. Its Complete ASPM platform includes proprietary scanners that deliver high-quality security data with industry-leading accuracy. With Cycode’s next-generation SAST engine, organizations can reduce risk, increase developer productivity, and lower the total cost of security solutions.

About the Speakers

Amir Kazemi, Director of Product Marketing at Cycode since 2023, brings over a decade of software development expertise to his role, with former positions at Stage 2 Capital, Clickup, and Effx (acquired by Figma). Devin Maguire, Senior Product Marketing Manager at Cycode since 2024, leverages 15 years of software industry experience including roles at ArmorCode and Veracode.