Many AI companies mistakenly approach free pilots as mere technical demonstrations rather than business case development projects, resulting in wasted resources and unqualified leads. By reframing pilots to focus on co-creating an ROI model and charging a fee, companies can filter out non-serious inquiries and ensure a stronger focus on delivering measurable business value.