Trade promotion optimization (TPO) has become one of the biggest growth levers available to CPG manufacturers, and one of the most misunderstood. According to McKinsey & Company, the highest-performing CPG trade marketing programs deliver 5x higher ROI than the least effective ones.
Yet 59% of trade promotions globally lose money, a number that climbs to 72% in the U.S., in an industry where the average CPG company invests roughly 20% of its annual revenue in trade marketing. Closing that gap isn't just a matter of spending more carefully. It requires rethinking three things at once: how much visibility you have into demand, what your channel incentives actually reward, and how predictively you can plan.
Think about how demand actually moves in CPG. A manufacturer sells to distributors. Distributors sell to retailers, who then sell to consumers, along with wholesalers, food service operators, hotels, restaurants, stadiums, and convenience stores. Some customers buy directly through DTC channels. Others never do.
Every one of those touchpoints generates valuable demand signals. Yet most organizations only have visibility into a fraction of them. The result is that trade investments are often evaluated using shipment data instead of actual consumption, channel partner behavior, or downstream outcomes. When the data lives in disconnected systems across distributors, brokers, retailers, CRM platforms, ERP, POS, and eCommerce channels, trade marketing teams are left making million-dollar decisions with an incomplete picture.
This is where the conversation around trade promotion optimization needs to evolve. Instead of asking, "Which promotion should we run?", CPG manufacturers should be asking, "How do we create a connected B2D2C (business to distribution channel to customer) ecosystem where every participant in the demand chain contributes to a single view of performance?"
Because optimizing promotions starts with understanding demand, not just funding it.
The second half of trade promotion optimization is what you choose to reward once you can see it. Most CPG companies' channel incentive programs still operate with a transactional mindset: sell more, earn more, hit quota, receive a rebate. There's nothing inherently wrong with that model, but it only rewards the final outcome. It rarely influences the behaviors that make those outcomes realizable, and that makes all the difference.
The channel partners who consistently outperform aren't necessarily the ones placing the largest orders today. They're the ones investing in the activities that create sustainable growth over time. Since CPG manufacturers don't sell directly to end customers (aside from the small percentage of gross revenue represented by DTC e-commerce), growth depends on a network of distributors, wholesalers, brokers, retailers, and foodservice operators. Each contributes differently to commercial success, which means each should be incentivized differently.
Those behaviors, completing training and certifications, engaging with marketing campaigns, building stronger business plans, participating in events, registering opportunities, sharing market insights, and delivering better customer service, shape future demand long before a purchase order is submitted. This becomes even more important in complex B2D2C ecosystems like CPG.
Channel performance management needs to evolve beyond incentive programs that simply reward transactions. Instead, organizations should build a behavior ecosystem, one that connects engagement, learning, marketing, customer service, and sales into a single performance model.
When those activities are measured together, you begin to understand which behaviors consistently lead to better sales outcomes. You can recognize partners not only for what they sold, but for how they created value. Over time, you shift from paying for revenue to cultivating the actions that generate more of it. The strongest channel ecosystems aren't built by rewarding transactions. They're built by reinforcing the behaviors that make those transactions happen.
For decades, trade promotion planning has relied on historical performance: last year's sales, previous promotions, seasonality, market intuition, and commercial expertise. Those inputs are still valuable, but today's CPG ecosystem generates far richer signals than ever before, including:
Viewed in isolation, each of these data points tells only part of the story. Connected, they begin to reveal something much more valuable: the behaviors that consistently precede, and predict, commercial success.
Imagine knowing that partners who complete a certification, participate in a campaign, engage with new content, and improve customer service metrics are significantly more likely to generate incremental sales over the next quarter. Or identifying that a trade promotion is likely to underperform before the budget has been fully spent, because the behavioral signals across the channel don't support the expected outcome.
That's where AI becomes truly valuable, not simply by analyzing what happened, but by identifying the combinations of partner behaviors most likely to influence future business results. That brings predictability to the table and changes the role of trade promotion from reacting to outcomes to continuously optimizing investments. Instead of asking, "Which promotion performed best?", commercial teams can begin asking, "Which partners, behaviors, and incentives are most likely to maximize the ROI of our next promotion?" That's the shift from hindsight to foresight, and it's only possible once visibility and behavior-based incentives are already in place.
Turning fragmented demand data into predictable, ROI-driven trade promotion decisions takes a deliberate approach across all three pillars:
Fielo's Channel Performance suite gives CPG manufacturers a connected view of the entire demand chain, from distributor and retailer engagement to training, content, and sales data. Instead of evaluating trade investments on shipment data alone, Fielo unifies behavioral and transactional signals into a single performance model, so incentive programs reward the actions that drive sustainable growth, not just the orders that close today.
Trusted by CPG leaders like Coca-Cola CCEP, Kellogg's, Kimberly Clark, and PMI, Fielo's incentives automation and rebates management tools help commercial teams shift from reacting to trade promotion outcomes to predicting and optimizing them.
The gap between the best and worst-performing trade promotion programs comes down to three things working together: visibility into demand, incentives that reward the right behaviors, and AI that turns both into foresight instead of hindsight.
CPG manufacturers that connect demand signals across their B2D2C ecosystem, incentivize the behaviors that precede sales rather than just the transactions themselves, and apply AI to predict outcomes before the budget is spent, are the ones capturing the 5x ROI advantage McKinsey describes.
In an industry where 59% of trade promotions still lose money, trade promotion optimization may be one of the biggest growth opportunities available to CPG manufacturers today.
Trade promotion optimization (TPO) is the practice of improving the ROI of trade marketing spend by connecting demand visibility, partner incentive design, and predictive planning, rather than relying solely on historical sales data.
According to McKinsey & Company, 59% of trade promotions globally lose money, climbing to 72% in the U.S. The root cause is typically a lack of visibility: promotions are often evaluated using shipment data rather than actual consumption or downstream partner behavior.
B2D2C stands for business to distribution channel to customer. It describes how CPG manufacturers sell through distributors, wholesalers, retailers, and foodservice operators before products reach the end consumer, with some volume also flowing through direct-to-consumer channels.
Transactional incentive models only reward the final sale, not the behaviors, training, content engagement, business planning, that make future sales possible. Rewarding those behaviors helps cultivate the actions that generate sustainable revenue growth over time.
Distributor sell-out, retail POS, product placement, marketing content engagement, DTC purchases, training completion, customer service interactions, product certifications, and consumer demand all provide predictive signals when connected into a single view.
AI identifies combinations of partner behaviors that are most likely to influence future business results, shifting trade promotion from a reactive, historical-performance model to a predictive one that can flag underperformance before a budget is fully spent.
The average CPG company invests roughly 20% of its annual revenue in trade marketing, making improvements to promotion visibility and predictability a significant growth opportunity.
Fielo's Channel Performance suite unifies behavioral and transactional data across distributors, retailers, and partners, helping CPG manufacturers design incentive programs that reward value-creating behaviors and bring AI-driven predictability to trade promotion decisions.
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