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ANALYST REPORT

2026 SANS AI Research Survey

Four years after the public debut of ChatGPT, the cybersecurity landscape has entered a new phase—where AI is no longer just a tool, but a battleground.

The 2026 SANS AI Research Survey explores this unprecedented duality: the same generative AI technologies empowering defenders are equally leveraged by attackers. Security teams are now tasked with using AI to secure systems while simultaneously defending against AI-driven threats.

What You’ll Learn:

  • How many teams have actually deployed AI in security operations?
  • Which use cases show results, and which have underdelivered?
  • Budget, staffing, and training trends for AI integration
  • Real-world examples of AI-enhanced attacks seen in the wild
  • Which defense strategies have succeeded (and failed) against them?
  • Patterns in attacker behavior powered by generative AI
  • Confidence levels in AI-generated decisions during threat detection and response
  • False positive rates, automation hesitations, and decision overruling
  • Human-AI collaboration friction points
  • How organizations balance investment between AI for defense and AI risk mitigation
  • Strategic shifts in response to evolving attacker capabilities
Cricket Liu
Chief DNS Architect
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IP ADDRESS TOOL

Infoblox IPAM Free Trial

Automate and simplify how you manage IPaddresses at scale.

The complexity of the network is growing beyond the reach of traditional IP address tools. The need for accurate and dynamic IP address management (IPAM) is becoming even more crucial. Today's need for IPAM has gone beyond IP address tracking and allocation to centrally maintain a real-time view of additions, moves, and changes.


Infoblox Enterprise DDI combines three critical core network services—DNS, DHCP and IP address management—into a single scalable platform that includes advanced security, reliability, and unmatched operational efficiencies.

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IP ADDRESS TOOL

Infoblox IPAM Free Trial

Automate and simplify how you manage IPaddresses at scale.


The complexity of the network is growing beyond the reach of traditional IP address tools. The need for accurate and dynamic IP address management (IPAM) is becoming even more crucial. Today's need for IPAM has gone beyond IP address tracking and allocation to centrally maintain a real-time view of additions, moves, and changes.


Infoblox Enterprise DDI combines three critical core network services—DNS, DHCP and IP address management—into a single scalable platform that includes advanced security, reliability, and unmatched operational efficiencies.

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The complexity of the network is growing beyond the reach of traditional IP address tools. The need for accurate and dynamic IP address management (IPAM) is becoming even more crucial. Today's need for IPAM has gone beyond IP address tracking and allocation to centrally maintain a real-time view of additions, moves, and changes.


Infoblox Enterprise DDI combines three critical core network services—DNS, DHCP and IP address management—into a single scalable platform that includes advanced security, reliability, and unmatched operational efficiencies.

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Intelligent automation and centralized management gives you total control

Eliminate manual processes and patchwork tools

Traditional IPAM tools involve a high degree of manual effort, simplify IP address management and lower your costs with centralized and automated visibility and control.

Reduce security risks

Automatically detect and quarantine rogue devices using foundational DNS security across hybrid/public cloud and virtual/private cloud environments.

Consolidate core network services

Unite DNS, DHCP, and IP address management (DDI) into a single enterprise-grade, hyper intelligent platform, managed from a common console.

Eliminate manual processes and patchwork tools

Traditional IPAM tools involve a high degree of manual effort, simplify IP address management and lower your costs with centralized and automated visibility and control.

Reduce security risks

Automatically detect and quarantine rogue devices using foundational DNS security across hybrid/public cloud and virtual/private cloud environments.

Intelligent automation and centralized management gives you total control

The complexity of the network is growing beyond the reach of traditional IP address tools. The need for accurate and dynamic IP address management (IPAM) is becoming even more crucial. Today's need for IPAM has gone beyond IP address tracking and allocation to centrally maintain a real-time view of additions, moves, and changes.

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The complexity of the network is growing beyond the reach of traditional IP address tools. The need for accurate and dynamic IP address management (IPAM) is becoming even more crucial. Today's need for IPAM has gone beyond IP address tracking and allocation to centrally maintain a real-time view of additions, moves, and changes.

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