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AI-Powered Trade Promotion vs. Traditional TPM: A Clear Comparison

DEV Community·dorjamie·21 days ago
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Evaluating Traditional and AI-Driven Approaches to Trade Spend Management Every CPG professional managing trade promotions faces a fundamental choice: stick with traditional trade promotion management systems enhanced by business intelligence tools, or make the leap to AI-powered approaches that promise step-change improvements in promotional effectiveness. This comparison breaks down the real differences, trade-offs, and decision factors based on implementations across major consumer packaged goods companies. The stakes are high. Trade promotion spending typically represents 15-25% of gross revenue in CPG, making it one of the largest controllable expense lines. Yet studies consistently show that 40-60% of promotions fail to break even. Understanding how AI-Powered Trade Promotion differs from traditional approaches—and where each makes sense—directly impacts your bottom line.…

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