Hassan Mussana
VP Cybersecurity Strategy//Link11//Frankfurt & Berlin
Published
February 10, 2026
Category
AI Defense

What AI in defensive security actually earns its keep

A working taxonomy of what's real, what's theater.

This is a placeholder. Real content coming soon.

AI in defensive security is everywhere in the sales deck, nowhere in the SOC. Or rather: it’s in the SOC, but the parts that are actually earning their keep don’t look like what the deck promised.

This is a working taxonomy I’ve been sharpening over the last year.

More soon.