Insights on Decision Models, agentic workflows, and governed AI for SOC teams. Articles for CISOs, SOC managers, and MSSPs on consistency, evidence, and risk reduction.
An analyst opens a queue of hundreds of low-priority alerts — what's actually going wrong, and can AI fix it? Denis Stefan, AI Engineer at Arcanna, breaks down why rule tuning, SOAR, and LLM assistants stall, and what an agentic investigation runs step by step.
How do you evaluate an AI SOC platform that will still be working in 18 months? A practitioner-led framework: thresholds, drift detection, and rollback.
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Security analysts face information overload and evolving threats daily. Learn how autonomous decision-making AI can handle the 99.99% of tedious work while experts focus on what truly matters.
Decision Intelligence harnesses AI to make better, faster decisions in cybersecurity. Learn how Arcanna.ai combines predictive and generative AI to create an autonomous decision-making system for SOC teams.
The cybersecurity industry struggles with talent retention due to overworked employees. Learn best practices to improve job satisfaction for security analysts and combat the talent retention crisis.
An analyst opens a queue of hundreds of low-priority alerts — what's actually going wrong, and can AI fix it? Denis Stefan, AI Engineer at Arcanna, breaks down why rule tuning, SOAR, and LLM assistants stall, and what an agentic investigation runs step by step.
How do you evaluate an AI SOC platform that will still be working in 18 months? A practitioner-led framework: thresholds, drift detection, and rollback.
Most AI SOC automation tools fail in pilot because evaluators confuse training with overhead. Darius Iakabos on how to build a defensible business case for AI triage without a heavy configuration burden — and why your data is the asset, not the obstacle.
What an agentic investigation actually looks like — and what it takes to make one trustworthy enough for production. Denis Stefan walks through the four guardrails that separate agentic AI demos from systems you can actually run in a SOC.
If AI is making security decisions inside your environment, who's accountable when it's wrong? Alina Marcu, PhD, on why AI in the SOC needs a Trust Layer — grounded decisions, governed agentic investigations, and the architecture CISOs need before the board asks what happened.
SOAR hit its ceiling. Playbook sprawl, LLM inconsistency, and headcount-driven scaling broke the model. Here's what the next layer of SOC automation looks like.
AI's time is now, but it's not just 'AI Agent All the things'. Most SOCs are drowning in alerts, and while AI Agents promise autonomous solutions, the reality is more nuanced. Learn why Decision Models offer a fast, trustworthy, and cost-effective approach.
SOCs worldwide are being bombarded with messaging around Agentic AI. While SOAR provides significant value, throwing out playbooks isn't viable. Learn how Decision Models simplify and enable SOC evolution.
Security analysts face information overload and evolving threats daily. Learn how autonomous decision-making AI can handle the 99.99% of tedious work while experts focus on what truly matters.