Description
The cybersecurity industry has spent much of the last two years debating how attackers might use AI. That debate matters, but it misses a larger point: defenders now have an opportunity to change the economics of cyber risk.
For me, the question is not whether AI will influence cybersecurity. It already is. The real question is whether we can use it to help security teams move faster than risk accumulates, from manual review and ticketing toward continuous, machine-speed validation, prioritization, and remediation.
That is why Qualys welcomed the opportunity to participate, by invitation, in Anthropic's Project Glasswing and OpenAI's Trusted Access for Cyber programs. These programs bring together leading technology and cybersecurity organizations to explore the security implications of advanced AI systems and help ensure they are deployed responsibly.
For Qualys, this work is practical. It is about helping customers prepare for a future in which software creation, vulnerability discovery, and remediation pressure all move faster than they do today.
## **Collaborating at the Frontier of AI and Cybersecurity******
Cybersecurity has always evolved alongside technological innovation. Cloud computing, mobile devices, containers, and SaaS applications each transformed the attack surface and required new approaches to risk management. Qualys has been at the forefront of these transitions, helping organizations gain visibility, reduce risk, and operationalize security as technology environments became more distributed, dynamic, and complex.
AI represents a different kind of technology shift. For the first time, frontier AI can participate directly in cybersecurity workflows like writing code, interpreting systems, reasoning over context, validating risk, and recommending action. That makes it both a force multiplier for defenders and a new challenge for enterprises. For Qualys, the opportunity is to apply these capabilities to help customers improve visibility, validate exploitability, prioritize risk, accelerate remediation, and help security teams reduce exposure at unprecedented speed and scale.
Addressing these challenges requires collaboration between AI innovators and cybersecurity practitioners. This is why Qualys is working alongside Anthropic, OpenAI, and other technology leaders to contribute real-world cybersecurity expertise, assess how advanced AI systems will reshape risk, and how organizations can safely take advantage of these emerging capabilities.
## **Turning Frontier AI into Better Security for Customers******
Qualys brings a unique operational perspective to this work. With more than 200 million agents operating worldwide, we help customers continuously discover assets, identify risk, and maintain visibility across some of the world’s most complex digital environments. That scale gives us firsthand insight into the challenges security teams face every day as attack surfaces grow, risk exposure increases, and organizations struggle to reduce risk faster than manual processes allow.****
While much of the industry's discussion of frontier AI focuses on future possibilities, ours remains on practical outcomes for customers.
One of the most immediate opportunities is applying advanced AI capabilities to strengthen software assurance and engineering processes across the Qualys platform.
Access to frontier AI capabilities provides new opportunities to further strengthen the software that powers our platform. From secure code analysis and testing to identifying potential weaknesses earlier in the development lifecycle, advanced AI can help engineering teams improve software quality, resilience, and security.
For our customers, this means continuous improvements to the technology they depend on every day to manage cyber risk across their organizations.
## **Preparing for a Multi-Model Future**
The pace of innovation across the AI ecosystem continues to accelerate. Different frontier models demonstrate unique strengths across reasoning, coding, research, and automation tasks.
We believe the future will not be defined by a single model or a single provider. Instead, organizations will increasingly leverage multiple AI technologies to address different business and security requirements.
At Qualys, our focus is on evaluating emerging AI capabilities and applying them where they can deliver meaningful value to customers. Participation in these initiatives helps us stay at the forefront of innovation while maintaining the flexibility needed to support a rapidly evolving technology landscape.
## **From AI-Assisted Security to Autonomous Risk Management**
The most significant impact of frontier AI may not be the threats it creates, but the speed at which it changes the economics of cyber risk.
As AI systems become increasingly capable of analyzing code, identifying weaknesses, and accelerating software development, security teams should expect a corresponding increase in vulnerabilities, exposures, and remediation demands. The challenge is not simply finding risk; it’s keeping pace with it.
Traditional vulnerability management was designed for a world where humans could review findings, create tickets, prioritize remediation efforts, and coordinate responses through largely manual processes. That model is broken and can no longer keep pace. As AI accelerates both software development and vulnerability discovery, it becomes increasingly difficult to operate at the speed required to meaningfully reduce risk.
Organizations will need to move beyond manual workflows toward an autonomous risk management model that continuously discovers, validates, prioritizes, remediates, and verifies risk across the enterprise.
This requires three fundamental capabilities:
* Hyper-prioritization and exploit validation to focus teams on the small percentage of findings that represent meaningful business risk.
* Autonomous remediation that can reduce exposure quickly while maintaining operational stability.
* Evidence-based detection and analysis capable of distinguishing high-fidelity signals from the growing volume of noise.
This is the vision behind Qualys Enterprise TruRisk Management (ETM). By combining comprehensive visibility, risk-based prioritization, remediation orchestration, and AI-powered automation, Qualys helps organizations shift from human-speed ticketing processes to machine-speed risk reduction.
The Risk Operations Center (ROC), powered by solutions such as ETM, TruRisk Eliminate, and VMDR, is designed to help customers operationalize this continuous cycle of discovery, prioritization, remediation, and validation at a speed and scale that manual processes simply cannot sustain.
## **Building a More Resilient Future**
As AI continues to advance, collaboration between technology innovators and cybersecurity leaders becomes increasingly important.
These frontier AI safety early access programs from Anthropic and OpenAI represent an important step toward building a more secure and resilient AI ecosystem. We are excited to contribute our cybersecurity expertise, learn from other leaders in the field, and continue to apply these insights to help customers strengthen their security posture.
AI will undoubtedly influence the future of cybersecurity. Our responsibility as an industry is to ensure it improves security outcomes, reduces risk, and helps organizations operate with greater confidence.
At Qualys, that work is already underway.
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For me, the question is not whether AI will influence cybersecurity. It already is. The real question is whether we can use it to help security teams move faster than risk accumulates, from manual review and ticketing toward continuous, machine-speed validation, prioritization, and remediation.
That is why Qualys welcomed the opportunity to participate, by invitation, in Anthropic's Project Glasswing and OpenAI's Trusted Access for Cyber programs. These programs bring together leading technology and cybersecurity organizations to explore the security implications of advanced AI systems and help ensure they are deployed responsibly.
For Qualys, this work is practical. It is about helping customers prepare for a future in which software creation, vulnerability discovery, and remediation pressure all move faster than they do today.
## **Collaborating at the Frontier of AI and Cybersecurity******
Cybersecurity has always evolved alongside technological innovation. Cloud computing, mobile devices, containers, and SaaS applications each transformed the attack surface and required new approaches to risk management. Qualys has been at the forefront of these transitions, helping organizations gain visibility, reduce risk, and operationalize security as technology environments became more distributed, dynamic, and complex.
AI represents a different kind of technology shift. For the first time, frontier AI can participate directly in cybersecurity workflows like writing code, interpreting systems, reasoning over context, validating risk, and recommending action. That makes it both a force multiplier for defenders and a new challenge for enterprises. For Qualys, the opportunity is to apply these capabilities to help customers improve visibility, validate exploitability, prioritize risk, accelerate remediation, and help security teams reduce exposure at unprecedented speed and scale.
Addressing these challenges requires collaboration between AI innovators and cybersecurity practitioners. This is why Qualys is working alongside Anthropic, OpenAI, and other technology leaders to contribute real-world cybersecurity expertise, assess how advanced AI systems will reshape risk, and how organizations can safely take advantage of these emerging capabilities.
## **Turning Frontier AI into Better Security for Customers******
Qualys brings a unique operational perspective to this work. With more than 200 million agents operating worldwide, we help customers continuously discover assets, identify risk, and maintain visibility across some of the world’s most complex digital environments. That scale gives us firsthand insight into the challenges security teams face every day as attack surfaces grow, risk exposure increases, and organizations struggle to reduce risk faster than manual processes allow.****
While much of the industry's discussion of frontier AI focuses on future possibilities, ours remains on practical outcomes for customers.
One of the most immediate opportunities is applying advanced AI capabilities to strengthen software assurance and engineering processes across the Qualys platform.
Access to frontier AI capabilities provides new opportunities to further strengthen the software that powers our platform. From secure code analysis and testing to identifying potential weaknesses earlier in the development lifecycle, advanced AI can help engineering teams improve software quality, resilience, and security.
For our customers, this means continuous improvements to the technology they depend on every day to manage cyber risk across their organizations.
## **Preparing for a Multi-Model Future**
The pace of innovation across the AI ecosystem continues to accelerate. Different frontier models demonstrate unique strengths across reasoning, coding, research, and automation tasks.
We believe the future will not be defined by a single model or a single provider. Instead, organizations will increasingly leverage multiple AI technologies to address different business and security requirements.
At Qualys, our focus is on evaluating emerging AI capabilities and applying them where they can deliver meaningful value to customers. Participation in these initiatives helps us stay at the forefront of innovation while maintaining the flexibility needed to support a rapidly evolving technology landscape.
## **From AI-Assisted Security to Autonomous Risk Management**
The most significant impact of frontier AI may not be the threats it creates, but the speed at which it changes the economics of cyber risk.
As AI systems become increasingly capable of analyzing code, identifying weaknesses, and accelerating software development, security teams should expect a corresponding increase in vulnerabilities, exposures, and remediation demands. The challenge is not simply finding risk; it’s keeping pace with it.
Traditional vulnerability management was designed for a world where humans could review findings, create tickets, prioritize remediation efforts, and coordinate responses through largely manual processes. That model is broken and can no longer keep pace. As AI accelerates both software development and vulnerability discovery, it becomes increasingly difficult to operate at the speed required to meaningfully reduce risk.
Organizations will need to move beyond manual workflows toward an autonomous risk management model that continuously discovers, validates, prioritizes, remediates, and verifies risk across the enterprise.
This requires three fundamental capabilities:
* Hyper-prioritization and exploit validation to focus teams on the small percentage of findings that represent meaningful business risk.
* Autonomous remediation that can reduce exposure quickly while maintaining operational stability.
* Evidence-based detection and analysis capable of distinguishing high-fidelity signals from the growing volume of noise.
This is the vision behind Qualys Enterprise TruRisk Management (ETM). By combining comprehensive visibility, risk-based prioritization, remediation orchestration, and AI-powered automation, Qualys helps organizations shift from human-speed ticketing processes to machine-speed risk reduction.
The Risk Operations Center (ROC), powered by solutions such as ETM, TruRisk Eliminate, and VMDR, is designed to help customers operationalize this continuous cycle of discovery, prioritization, remediation, and validation at a speed and scale that manual processes simply cannot sustain.
## **Building a More Resilient Future**
As AI continues to advance, collaboration between technology innovators and cybersecurity leaders becomes increasingly important.
These frontier AI safety early access programs from Anthropic and OpenAI represent an important step toward building a more secure and resilient AI ecosystem. We are excited to contribute our cybersecurity expertise, learn from other leaders in the field, and continue to apply these insights to help customers strengthen their security posture.
AI will undoubtedly influence the future of cybersecurity. Our responsibility as an industry is to ensure it improves security outcomes, reduces risk, and helps organizations operate with greater confidence.
At Qualys, that work is already underway.
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Basic Information
ID
QUALYSBLOG:60D16A3D311E41CF4392798E379C6F5B
Published
Jun 5, 2026 at 12:30