How do you know if an AI project will have ROI?

AI ROI is measured on a concrete use case: cost per ticket, response time, qualified leads, appointments, documents processed, errors, or hours saved. From the benefit, we subtract development, models, infrastructure, and oversight. An AI project without a baseline and without KPIs risks becoming a tech demo that's hard to evaluate.