Like I mentioned in my last piece: "the real asset isn't the model. It's the deep understanding of how a specific company actually runs." @JayaGup10's cleanest point: data rights are not learning rights. You can lock down retention and opt-outs and still hand over the derived judgment that was your actual edge. The question every exec should sit with before putting a workflow on a shared model: if every competitor learned how we handle this decision, would we still be better than them? xitter.cf/SigsNYC/status/2073080…

Good position on where the real AI margin is: the coordination layer. The dispatchers, approvers, and reconcilers that exist because judgment was never written down. One thing I'd add: that layer isn't just cost to strip out. It's the richest feedback signal in the business. Every exception a human resolves is a judgment call, and capturing the reasoning behind it is what really compounds value.