We follow a structured AI ROI framework:

  1. Problem Identification
  2. Business Value Quantification
  3. Data Feasibility Check
  4. MVP Build
  5. Controlled Rollout
  6. Measurable KPI Tracking

If ROI is unclear – we do not recommend building.