
The AI Visibility ROI Framework: How to Scale Revenue from AI Search in 2026
Showing up in ChatGPT and AI Overviews is not the same as proving it pays off. Here is a practical, defensible framework for measuring AI visibility ROI, tying it to revenue, and scaling the budget once it works.











