AI-driven security

SOC as Code: Why the Next Stage of Security Operations Is About Scale, Not More Screens

AI-driven security, Core Capabilities - Datasheets, Cybersecurity, Data Collection, Deployment Models - Datasheets, IT technology, MSSP, MSSPs, Security Operations Center (SOC), SOC / /

The security industry has spent decades improving what analysts can do inside a console. But for many of today’s security organizations—especially MSSPs—the bigger problem is no longer the individual console. It is scale. How do you enforce the same operating policy across dozens or hundreds of customer environments? How do you onboard new telemetry without

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From Alert Automation to Measurable Outcomes: What an Autonomous SOC Should Actually Deliver

AI-driven security, Artificial Intelligence, Cybersecurity, EDR - Endpoint detection and response, Incident Response, MSSP, MSSPs, NDR, Open XDR Platform, Security Operations Center (SOC), SOC, XDR / /

For years, security automation has been measured by activity. How many alerts did we enrich? How many playbooks ran? How many investigations did AI summarize? How many analyst clicks did we eliminate? Those are useful metrics—but they are not the outcome. The real questions are harder: Did we find the threats that mattered? Did we

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From Influence to Evidence: Teaching the SOC Not to Make the Same Mistake Twice

AI-driven security, Artificial Intelligence, Machine Learning, Security Operations Center (SOC), SOC, SOCless / /

A year ago I made an argument. This year, we measured it. Last summer I wrote about the Pyramid of Influence — the idea that in a Human-Augmented SOC, not all analyst feedback is equal. Clicking “False Positive” is Tier 1. It decorates the interface. But “FP because powershell.exe is patch automation on this host”

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Your Customers Already Have IAM. Turn Identity Signals Into Your Next Managed Service.

AI-driven security, Cyberattacks, Cybersecurity, Identity, Identity Threat Detection & Response (ITDR), MSSPs, Open XDR, Security Operations Center (SOC) / /

How MSSPs can use Stellar Cyber to package identity insight into a timely, scalable managed service that creates new recurring revenue and deeper customer value. The opportunity: turn identity telemetry customers already generate into a managed service that detects abnormal behavior, correlates it with the broader attack, guides response, and proves value with tenant-specific reporting.

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Your Next Identity May Not Be Human

AI-driven security, Cyberattacks, Cybersecurity, Identity, Identity Threat Detection & Response (ITDR) / /

For decades, enterprise identity security was built around people. Employees logged in. Administrators received privileges. Contractors were provisioned and eventually removed. That model is changing fast. AI agents, bots, service accounts and other machine identities can authenticate to applications, call APIs, access data and take actions on behalf of people or businesses. If a machine

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IAM Protects the Identity. ITDR Protects the Moment.

AI-driven security, Artificial Intelligence, Cloud, Cyberattacks, Cybersecurity, Identity Threat Detection & Response (ITDR) / /

Your employee successfully authenticates. MFA works. The account is valid. The permissions are legitimate. There’s just one problem: The person using the identity may be an attacker. That scenario gets to the heart of one of the biggest changes happening in enterprise security. For years, organizations have invested heavily in Identity and Access Management (IAM)

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The Hidden SecOps Bottleneck: Getting the Right Data In and the Right Actions Out

AI-driven security, Artificial Intelligence, Cybersecurity, MSSPs, Security Operations Center (SOC), SOC / /

Every security team wants better outcomes. Faster detection. Faster triage. Faster investigation. Faster response.But many teams are slowed down by a less visible problem: operational friction. A customer has a data source that is not supported yet. A parser needs to be built. A log format is messy. A hunting playbook works in one environment

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Security Teams Do Not Need More AI Hype. They Need AI-Ready Workflows.

AI-driven security, Application Security, Artificial Intelligence, MSSP / /

Every security leader has heard the promise by now: AI will transform security operations. It will reduce alert fatigue. It will accelerate investigations. It will make analysts more productive. It will help teams do more with less. The promise is real, but there is a catch. AI does not improve security outcomes simply because a

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When Your SOC Analyst is Also a Bot: AI Agents, MCP, and Many Automation Opportunities in Your Security Operations

AI-driven security, Artificial Intelligence, Cybersecurity, SOC / /

From AI Experiments to Autonomous Operations – Christophe Briguet, Sr. Director of Product Management – AI & Security Analytics, Stellar Cyber San Jose, Calif. – Apr. 28, 2026 Something shifted in early 2026. Not gradually — more like flipping a switch. For years, we talked about AI in the SOC the way we talked about

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The Human-augmented autonomous SOC: A Perfect Blend of Technology and Humanity

AI-driven security, Application Security, Artificial Intelligence, Cybersecurity, Security Operations Center (SOC), SOC / /

Just after the turn of the century, IBM introduced the term, ‘autonomic IT.” At the time, IBM’s perspective was that IT applications, networks, and systems had become too complex for humans to manage, monitor, or secure. IBM presented its autonomic IT concept, with a vision of IT systems that could manage themselves with advanced capabilities

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NDR is a Requirement for Modern Security Defenses and the Agentic SOC

AI-driven security, Artificial Intelligence, Cybersecurity, Network Security, Security Operations Center (SOC), security technology, SOC / /

Network Detection and Response (NDR) has been the Rodney Dangerfield of security tools over the past few years – “it don’t get no respect.” Conceivably, this state of disrepute came from all the marketing money thrown at Endpoint Detection and Response (EDR) and eXtended Detection and Response (XDR). It could also be related to growth

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NextGen SIEM Platform

TDIR Unlocked – What It Really Means and Why Stellar Cyber Is Built for It

AI-driven security / /

As enterprises race deeper into cloud-first, identity-centric, hyperconnected environments, traditional security operations have hit a breaking point. The old model – detect in one tool, investigate in another, respond somewhere else – has collapsed under the weight of scale, complexity, and attacker automation. In this new reality, Threat Detection, Investigation, and Response (TDIR) has emerged

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SOC platform

The AI Advantage in SecOps Starts With What You Can See

AI-driven security / /

Why logs + endpoints + network traffic—amplified by machine learning and agentic AI—form thestrongest SOC foundation. Security teams have never had more tools, more data, or more pressure. Every advisory claims urgency, every new exploit seems automated, and every threat actor is now experimenting with AI. Yet most breaches still succeed not because defenders lack

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Stopping Threats in Their Tracks: Stellar Cyber’s NDR Latest Respond Capability Explained

AI-driven security / /

Stopping Threats in Their Tracks: Stellar Cyber’s NDR Latest Respond Capability Explained In today’s modern SOC, speed matters. Threats evolve quickly, attackers move even faster, and security teams must be able to detect and respond before damage is done. While traditional Network Detection and Response (NDR) focuses on identifying suspicious behaviors, Stellar Cyber takes it

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Inside Stellar Cyber’s Data Pipeline: The Hidden Engine Behind Smarter Security

AI-driven security, Cybersecurity, IT technology, MSSPs, Network Security, Open XDR, Open XDR Platform / /

Executive Summary Modern SOCs are overwhelmed by data volume and complexity. The ability to filter, normalize, enrich, and route security data at scale without losing fidelity directly impacts detection accuracy, analyst efficiency, and compliance posture. With the full understanding of the significance of the data challenges and needs of such ability, Stellar Cyber’s data pipeline

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