Analysis for operators with roughly 50K–500K customers and a $150K–$500K AI budget. Reviewed October 2026.The position, up front. Most mid-market AI loyalty projects should not start with a platform purchase. They should start with a holdout pilot that costs a fraction of the platform and answers the only question that matters: how many customers does … Continue reading AI Loyalty in Mid-Market Retail: What the Evidence Supports, What It Doesn’t, and the Math to Run Before You Sign