This is one of the clearest examples I’ve seen of an AI-native operating system in practice.

The interesting part for me is where this goes next. A lot of what you’ve built unlocks huge gains in productivity and visibility.

But the real step change comes when systems like this start to directly influence two things:

1. Creating high-quality pipeline against your biggest bets

2. Increasing win rate against your competition

Running the machine more efficiently is valuable. Knowing where to focus to create pipeline and how to win specific deals is the multiplier.

Curious how far you’re pushing into that layer today.