We don't hire people because they have great memory. We hire them because they have experience.

An experienced salesperson doesn't just remember hundreds of deals. They have learned which signals matter, what to ignore, what to do in different situations, and what tends to produce a good outcome.

An experienced procurement lead doesn't just remember every contract they've negotiated. They know which clauses actually matter, which vendors deliver on what they promise, and when to push back versus when to sign.

That's the problem we think we're about to have with AI agents.

We're giving agents access to enormous amounts of organizational memory. But memory alone doesn't make an agent experienced. It can actually make the agent very good at finding a lot of irrelevant things.

As companies deploy thousands of agents, the important question…

That's what we're building with Ycrest.

Ycrest's Outcome Engine connects situations, signals, decisions and actions to what actually happened. Over time, those outcomes turn organizational memory into organizational experience.

So instead of every new employee or AI agent starting from zero, they start with the accumulated experience of the company.