Traditional MDR traded visibility for economics. AI removes that trade-off and changes what a provider can deliver to each customer at scale.

Ask what AI changed about security and you'll get the same answer: attacks are faster and more numerous. It's true, and it's the least interesting thing you could say about it. Volume and velocity have been climbing for twenty years without anyone calling it a new era. If that were the whole story, nothing would need rethinking — you'd just buy more of what you already have.

Every AI security vendor has the same slide: a human analyst costs $40 per alert, our AI costs $0.40, multiply by your alert volume, and look at the savings. The arithmetic is clean but the architecture it implies is not.