AI in cybersecurity
4 min read
What is context-driven security? How SOCs decide with environmental contextContext-driven security means judging alerts on what's true in your environment, not severity alone. Definition, components, and how it differs from zero trust.
3 min read
What is a security baseline? Why yours just brokeA security baseline is your picture of normal, and AI agents are breaking it. Here's why insider and agent telemetry look identical, and what to do now.
5 min read
What is an AI SOC analyst? How the role is changingThe AI SOC analyst role has shifted from manual alert triage to governing AI agents. See what changed, what skills it now requires, and why.
4 min read
How does an agentic SOC differ from SOAR? A side-by-side comparisonAgentic SOC vs. SOAR: SOAR runs fixed playbooks, agentic AI reasons and adapts mid-investigation. See how they compare and work together.
6 min read
What is an agentic SOC? A guide to autonomous, AI-led security operationsAn agentic SOC uses AI agents to investigate and contain threats autonomously. Learn the architecture, governance model, and risks of agentic security.
6 min read
What is an AI SOC?An AI SOC uses AI as the operational foundation, not just a tool layer. Learn what sets it apart from AI-augmented SOCs and how it works in practice.
5 min read
How do you defend against AI-powered attacks?How do you defend against AI-powered attacks? Five defense layers security leaders need—email security, identity, behavioral analytics, and more.
8 min read
What are the security risks of agentic AI?Agentic AI systems introduce a new attack surface—from prompt injection to excessive privilege and supply chain risks. Learn to mitigate the key risks.
9 min read
AI SOC vs. autonomous SOC vs. AI-augmented SOC: What’s the difference?Compare AI SOC, autonomous SOC and AI-augmented SOC. See why autonomy is not operational, how the eras map, and how to test vendor claims.
6 min read
What is an AI-augmented SOC?An AI-augmented SOC integrates AI into analyst workflows for detection, triage, and investigation, letting humans focus on judgment and response.
6 min read
What is human-led, AI-powered cybersecurity?Human-led, AI-powered cybersecurity combines human expertise for decisions and oversight with AI for scale and automation.
8 min read
How does agentic AI differ from traditional AI in security?Agentic AI investigates and acts autonomously while traditional AI detects and alerts for humans to act on. Learn the differences and implications of each.
10 min read
Will AI replace cybersecurity professionals?AI won't replace cybersecurity professionals, but it will change the job. See which tasks AI handles, which still need people, and how roles are shifting.
4 min read
What is the future of AI in cybersecurity?The future of AI in cybersecurity spans near-term detection improvements, agentic AI expansion, and eventual AI SOC capabilities.
7 min read
What are the benefits and limitations of AI in cybersecurity?AI in cybersecurity delivers real benefits—speed, scale, and 24x7 detection—but also genuine limitations. Here's the honest review.
6 min read
What is machine learning in cybersecurity?Machine learning in cybersecurity helps detection systems learn from data and improve over time. See the main ML types, practical uses, and where it fails.
7 min read
How can AI be used in cybersecurity?AI can be used across cybersecurity for threat detection, incident response, phishing prevention, vulnerability prioritization, and secOps automation.
6 min read
What is agentic AI in cybersecurity?Agentic AI pursues goals autonomously in cybersecurity—investigating, deciding, and acting without human direction, but still requires oversight.
7 min read
What are AI-powered security tools?AI-powered security tools span SIEM, EDR/XDR, SOAR, email security, identity, and MDR. Learn about each category, and how to evaluate AI security claims.
7 min read
How does AI threat detection work?AI threat detection uses machine learning and behavioral analytics to identify both known and novel attacks in real time.
5 min read
What is AI in cybersecurity?AI in cybersecurity uses machine learning and behavioral analytics to detect threats, automate tasks, and enhance analyst capabilities.
20 min read
How can AI and automation improve SOC operations?AI and automation in the SOC triage alerts, enrich evidence, and speed response. Learn what to automate, and what analysts should still own.
5 min read
How does AI work in managed detection and response?How does AI work in managed detection and response? See how MDR providers use AI for alert triage, threat scoring, and faster investigations.