Everyone's being told to adopt AI. But how do different tools fit together in the investor workflow?

That second question is the one that keeps landing in my inbox.

Usually some version of these:

Everyone has the same AI now. So where's the edge?
How do all the different AI tools fit together?
How do I mitigate against hallucination risks?
If we all run the same tools, don't we all crowd into the same ideas?

None of these have a clean one-line answer.

So Andrew Walker, the AlphaSense team, and I are hosting a live discussion to work through them.

Andrew runs Rangeley Capital and hosts the Yet Another Value Podcast. Ben Collins is coming in from the AlphaSense side, and I'm bringing the framework I actually use.

We'll lay out the three layers every AI stack runs on, from the data underneath to the reasoning to the workflow you ship.

We go live this Thursday, June 25 (will be doing 2 runs).

If you're keen, save your seat below.

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