7 Dangerous Myths About AI in Cash Application That Cost CPG Millions
A personal care products CFO recently told me their company abandoned an AI cash application pilot after six months because "the technology just doesn't work for complex CPG payment scenarios." When I reviewed their implementation, the root cause became immediately clear—they'd deployed the AI system without EDI integration, without trade promotion data feeds, and with only four months of inconsistent historical remittance data for model training. They hadn't implemented flawed technology; they'd built a sophisticated algorithm on a broken foundation, then blamed the AI when it predictably underperformed. This pattern repeats across the CPG industry. Finance leaders absorb misleading assumptions about AI in Cash Application from vendor marketing, consultant recommendations, and peer conversations, then make implementation decisions based on myths rather than evidence. The resulting failures waste millions in sunk implementation costs and perpetuate manual cas...