The ‘AI Visibility Evidence Model’ Is a Black Box Explaining a Black Box
The AI Visibility Evidence Model promises to rank publisher-side factors by evidence strength. In reality, it’s an opaque abstraction that explains nothing. One commenter called it “slop” after several screens of reading. They were right. The model’s real failure isn’t technical — it’s that it builds a second black box to explain the first one, leaving practitioners with zero actionable guidance in an industry desperate for clarity.