Google's new capability to analyze information from the dark web using AI, and what struck me most is not the technology itself but the approach: no longer "more information", but smart filtering that understands context.
And this is exactly where many organizations fall short.
We live in an era of endless open information: forums, groups, leaks, small hints. But without real business context, without an understanding of what is relevant to a specific organization, it all turns into noise.
And this is not only in the cyber world.
It is exactly the same principle in the world of open-source intelligence.
I see it all the time: organizations think they need "more checks", "more sources", "more data". But the truth is the opposite. The real value comes from the ability to connect the dots.
For example: someone posts on a dark forum offering access to a system. They do not mention a company name. There are no clear keywords. Classic systems will not detect it. But if you understand the context, the type of system, the size of the company, the geographic location, the type of activity, suddenly it is no longer "general information". It is a very specific threat.
And now think about this in the context of insider threats.
Many times the threat does not start from within the organization. It starts outside, on the dark web, in forums, in groups. But it connects to people on the inside: an employee with access, a vendor with permissions, a candidate trying to get in.
Without a connection between external intelligence and an internal understanding of the organization, you miss the story.
And this is the truly important point: AI alone does not solve the problem. Relying on OSINT alone does not solve the problem.
Only a combination of real business context, human analysis that understands behavior, and technology that can operate at scale creates a real advantage.
Whoever keeps collecting information without understanding what is relevant to them will drown in the noise. Whoever knows how to connect the dots in time will identify the threat before it becomes an incident.