On paper, they look like an efficient way to expand reach, grow revenue, and strengthen market presence without doing everything yourself. In reality, most partner programs are uneven. A small number of partners create real value. A larger number sit somewhere between inactive and hard to assess. And leadership teams often do not have a clean way to tell the difference early enough. That is where AI starts to become useful. Not in the inflated, "AI will run your ecosystem" se