AI in Cybersecurity Is Not What Vendors Are Selling You

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Every major cybersecurity vendor now claims their product is “AI-powered.” The term has become so overused that it has lost almost all meaning. When everything from a firewall to a password manager is described as artificial intelligence, the word stops being informative and starts being noise.

But behind the marketing, there is a real question worth answering: where does AI actually work in cybersecurity, and where is it still failing?

Having worked in cybersecurity across regulated industries — aviation, port operations, healthcare, and manufacturing — I have seen both sides of this problem. I have seen AI-labelled tools that were nothing more than regex under a dashboard. I have also seen machine learning solve problems that no human team could handle at scale. And in my own work, I work with a credential exposure dataset of over 8.2 billion records — large enough that the question of what AI can...

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