Most of these tools aren’t defensible because of AI, they’re defensible because of workflow capture. The model is the easy part now, the hard part is owning the context, the data, and the place where work actually happens.

That’s why a lot of them feel same kind on the surface. Same models, slightly different UI. But the ones that stick quietly wedge themselves into a real job and make it 5x faster or cheaper.