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The Hidden Weaknesses in AI SOC Tools that No One Talks About

The Hidden Weaknesses in AI SOC Tools that No One Talks About

Jul 03, 2025 Security Operations / Machine Learning
If you're evaluating AI-powered SOC platforms, you've likely seen bold claims: faster triage, smarter remediation, and less noise. But under the hood, not all AI is created equal. Many solutions rely on pre-trained AI models that are hardwired for a handful of specific use cases. While that might work for yesterday's SOC, today's reality is different. Modern security operations teams face a sprawling and ever-changing landscape of alerts. From cloud to endpoint, identity to OT, insider threats to phishing, network to DLP, and so many more, the list goes on and is continuously growing. CISOs and SOC managers are rightly skeptical. Can this AI actually handle all of my alerts, or is it just another rules engine in disguise? In this post, we'll examine the divide between two types of AI SOC platforms. Those built on adaptive AI, which learns to triage and respond to any alert type, and those that rely on pre-trained AI, limited to handling predefined use cases only. Understanding t...
Secdo Automates End-to-End Incident Response with Preemptive IR

Secdo Automates End-to-End Incident Response with Preemptive IR

Mar 07, 2017
As vast volumes of digital data are created, consumed and shared by companies, customers, employees, patients, financial institutions, governments and so many other bodies, information protection becomes a growing risk for everyone. Who wants to see personal customer purchasing data flying into the hands of strangers? What company can tolerate the pilfering of its intellectual property by competitors? What government can stand idly by while its military secrets are made public? To protect their valuable and private information, organizations purchase numerous cyber security systems – like intrusion detection systems, firewalls, and anti-virus software – and deploy them across their networks and on all their computers. In fact, a typical bank, manufacturer or government department might have dozens of such products operating at all times. Cyber security systems work non-stop to thwart network infiltration and data-theft. Whenever they notice an activity that seems outside the sc...
Hacker Finds a Simple Way to Bypass Google Password Alert

Hacker Finds a Simple Way to Bypass Google Password Alert

May 02, 2015
Less than 24 hours after Google launched the new Phishing alert extension Password Alert , a security researcher was able to bypass the feature using deadly simple exploits. On Wednesday, the search engine giant launched a new Password Alert Chrome extension to alert its users whenever they accidentally enter their Google password on a carefully crafted phishing website that aimed at hijacking users' account. However, security expert Paul Moore easily circumvented the technology using just seven lines of simple JavaScript code that kills phishing alerts as soon as they started to appear, defeating Google's new Password Alert extension. Google shortly fixed the issue and released a new update to Password Alert extension that blocked the Moore's exploit. However, Moore discovered another way to block the new version of Password Alert, as well. The first proof of concept exploit by Moore relied on a JavaScript that looks for instances of warning screen every five mil...
cyber security

GitLab Security Best Practices

websiteWizDevSecOps / Compliance
Learn how to reduce real-world GitLab risk by implementing essential hardening steps across the full software delivery lifecycle.
cyber security

SANS ICS Command Briefing: Preparing for What Comes Next in Industrial Security

websiteSANSICS Security / Security Training
Experts discuss access control, visibility, recovery, and governance for ICS/OT in the year ahead.
The State of AI in the SOC 2025 - Insights from Recent Study 

The State of AI in the SOC 2025 - Insights from Recent Study 

Sep 29, 2025 Artificial Intelligence / Enterprise Security
Security leaders are embracing AI for triage, detection engineering, and threat hunting as alert volumes and burnout hit breaking points. A comprehensive survey of 282 security leaders at companies across industries reveals a stark reality facing modern Security Operations Centers: alert volumes have reached unsustainable levels, forcing teams to leave critical threats uninvestigated. You can download the full report here . The research, conducted primarily among US-based organizations, shows that AI adoption in security operations has shifted from experimental to essential as teams struggle to keep pace with an ever-growing stream of security alerts. The findings paint a picture of an industry at a tipping point, where traditional SOC models are buckling under operational pressure and AI-powered solutions are emerging as the primary path forward. Alert Volume Reaches Breaking Point Security teams are drowning in alerts, with organizations processing an average of 960 alerts per ...
How To Automate Alert Triage With AI Agents and Confluence SOPs Using Tines

How To Automate Alert Triage With AI Agents and Confluence SOPs Using Tines

Sep 19, 2025 AI Automation / Security Operations
Run by the team at workflow orchestration and AI platform Tines, the Tines library features over 1,000 pre-built workflows shared by security practitioners from across the community - all free to import and deploy through the platform's Community Edition. The workflow we are highlighting streamlines security alert handling by automatically identifying and executing the appropriate Standard Operating Procedures (SOPs) from Confluence. When an alert triggers, AI agents analyze it, locate relevant SOPs, and perform required remediation steps - all while keeping the on-call team informed via Slack. It was created by Michael Tolan, Security Researcher L2 at Tines, and Peter Wrenn, Senior Solutions Engineer at Tines. In this guide, we'll share an overview of the workflow, plus step-by-step instructions for getting it up and running. The problem - manual alert triage and SOP execution For security teams, responding to alerts efficiently requires quickly identifying the threat ty...
AI SOC Analysts: Propelling SecOps into the future

AI SOC Analysts: Propelling SecOps into the future

Jan 28, 2025 Threat Hunting / SecOps
Triaging and investigating alerts is central to security operations. As SOC teams strive to keep up with ever-increasing alert volumes and complexity, modernizing SOC automation strategies with AI has emerged as a critical solution. This blog explores how an AI SOC Analyst transforms alert management, addressing key SOC challenges while enabling faster investigations and responses. Security operations teams are under constant pressure to manage the relentless flow of security alerts from an expanding array of tools. Every alert carries the risk of serious consequences if ignored, yet the majority are false positives. This flood of alerts bogs down teams in a cycle of tedious, repetitive tasks, consuming valuable time and resources. The result? Overstretched teams are struggling to balance reactive alert "whack-a-mole" chasing with proactive threat hunting and other strategic security initiatives.  Core challenges High alert volumes: Security operations teams receive hundreds t...
How to Build Your Autonomous SOC Strategy

How to Build Your Autonomous SOC Strategy

May 30, 2024 Endpoint Security / Threat Detection
Security leaders are in a tricky position trying to discern how much new AI-driven cybersecurity tools could actually benefit a security operations center (SOC). The hype about generative AI is still everywhere, but security teams have to live in reality. They face constantly incoming alerts from endpoint security platforms, SIEM tools, and phishing emails reported by internal users. Security teams also face an acute talent shortage.  In this guide, we'll lay out practical steps organizations can take to automate more of their processes and build an autonomous SOC strategy . This should address the acute talent shortage in security teams, by employing artificial intelligence and machine learning with a variety of techniques, these systems simulate the decision-making and investigative processes of human analysts. First, we'll define objectives for an autonomous SOC strategy and then consider key processes that could be automated. Next, we'll consider different AI and automation ...
Red Alert 2.0: New Android Banking Trojan for Sale on Hacking Forums

Red Alert 2.0: New Android Banking Trojan for Sale on Hacking Forums

Sep 19, 2017
The Recent discoveries of dangerous variants of the Android banking Trojan families, including Faketoken , Svpeng , and BankBot , present a significant threat to online users who may have their login credentials and valuable personal data stolen. Security researchers from SfyLabs have now discovered a new Android banking Trojan that is being rented on many dark websites for $500 per month, SfyLabs' researcher Han Sahin told The Hacker News. Dubbed Red Alert 2.0 , the Android banking malware has been fully written from scratch, unlike other banking trojans, such as BankBot and ExoBot, which were evolved from the leaked source code of older trojans. The Red Alert banking malware has been distributed via many online hacking forums since last few months, and its creators have continuously been updating the malware to add new functionalities in an effort to make it a dangerous threat to potential victims. Malware Blocks Incoming Calls from Banks Like most other Android b...
Agentic AI in SOCs: A Solution to SOAR's Unfulfilled Promises

Agentic AI in SOCs: A Solution to SOAR's Unfulfilled Promises

Sep 25, 2024 Artificial Intelligence / SOC Automation
Security Orchestration, Automation, and Response (SOAR) was introduced with the promise of revolutionizing Security Operations Centers (SOCs) through automation, reducing manual workloads and enhancing efficiency. However, despite three generations of technology and 10 years of advancements, SOAR hasn't fully delivered on its potential, leaving SOCs still grappling with many of the same challenges. Enter Agentic AI—a new approach that could finally fulfill the SOC's long-awaited vision, providing a more dynamic and adaptive solution to automate SOC operations effectively. Three Generations of SOAR – Still Falling Short SOAR emerged in the mid-2010s with companies like PhantomCyber, Demisto, and Swimlane, promising to automate SOC tasks, improve productivity, and shorten response times. Despite these ambitions, SOAR found its greatest success in automating generalized tasks like threat intel propagation, rather than core threat detection, investigation, and response (TDIR) workloads....
Password Alert Chrome Extension to Protect your Google Account from Phishers

Password Alert Chrome Extension to Protect your Google Account from Phishers

Apr 30, 2015
As cybercriminals have started using sophisticated phishing techniques in an attempt to hijack online users' account, Google on Wednesday launched a new Chrome Extension to fight against Phishing . The search engine giant has launched a new Password Alert Chrome extension that will alert you whenever you accidentally enter your Google password on a carefully crafted phishing website that aimed at hijacking your account. So, GO and INSTALL the freely available, open-source Password Alert extension which is now available in the Chrome Web Store. Password Alert extension does two things: Prevents you from re-using your Google account password on other websites. Protects you if you've typed the same Google password on a non-Google website by generating a warning that you have just been phished and should immediately change your password. According to the company , nearly two percent of the e-mail messages to Google's Gmail are phishing emails from cyber ...
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