Beyond the Rate: Why Accuracy, Transparency and Context Matter

In “Beyond the Rate: Why Accuracy, Transparency and Context Matter”, Joe Lynch and Dawn Salvucci-Favier, President, Intelligence, at Triumph, discuss how accuracy, transparency, and network connectivity are the new drivers for precision and confidence in the logistics industry.

About Dawn Favier

Dawn Salvucci-Favier serves as President, Intelligence, at Triumph following the acquisition of Greenscreens.ai in May 2025. She brings more than 30 years of leadership experience in transportation management and logistics technology. Prior to joining Triumph, Ms. Salvucci-Favier served as Chief Executive Officer and Chief Product Officer of Greenscreens.ai, a dynamic pricing infrastructure solution for the logistics industry. Throughout her career, she has led global product strategy and management at several major transportation management system (TMS) providers, including Manugistics, JDA Software, Shippers Commonwealth, RedPrairie (now Blue Yonder), and 3Gtms. In these roles, Ms. Salvucci-Favier developed and executed strategies that delivered industry-leading technology solutions to the logistics market. Earlier in her career, Ms. Salvucci-Favier held leadership roles in logistics operations, including Director of Logistics Services at NFI Interactive Logistics. She began her career in inbound transportation management at Staples, Inc. and The TJX Companies.

About Triumph

Triumph is a financial and technology company specializing in payments, factoring, intelligence, and banking. The company is pioneering innovative solutions within the transportation industry, delivering unmatched precision, secure and transparent transactions, and enhanced working capital to its customers through the Triumph brand. Driven by the Triumph Network—a platform dedicated to modernizing and simplifying freight transactions—Triumph empowers its customers to Transact Confidently.

Key Takeaways: Beyond the Rate: Why Accuracy, Transparency and Context Matter

In “Beyond the Rate: Why Accuracy, Transparency and Context Matter”, Joe Lynch and Dawn Salvucci-Favier, President, Intelligence, at Triumph, discuss how accuracy, transparency, and network connectivity are the new drivers for precision and confidence in the logistics industry.
The Goldilocks Zone of Pricing: The goal of modern freight quoting isn’t to find the lowest or highest rate, but the “Just Right Rate”—a Goldilocks Zone that optimizes margins for the brokerage while maximizing win rates for sales reps. Achieving this requires a strategic pricing approach, not just market averages.
Accuracy is Measured by MAPE and Margin: The reliability of a pricing tool is quantifiable, not subjective. Brokers must evaluate pricing technology using Mean Absolute Percentage Error (MAPE) to measure prediction closeness to reality. The real-world impact is clear: Triumph’s analysis showed that reps using their Intelligence platform saw a 13.7% increase in margin (or $27 per load).
Data Quality Over Quantity: Deep and broad data doesn’t guarantee the best prediction. What truly matters is how closely a predicted rate matches the actual outcome. Effective models focus on data cleansing—identifying and removing unreliable outliers—to ensure that the source and logic behind the prediction are sound and reflect a broker’s reality.
Transparency Builds Strategy and Trust: Accuracy means little without Transparency. Brokers must demand visibility into how predictions are built, specifically: Is the data current? How is it cleaned? Is it skewed by outliers? Transparency in data sourcing and validation is the foundation of trust that allows a broker to confidently turn data into a winning strategy.
Context is Market Power: General market rates are only a starting point. Effective pricing blends real-time market data with broker-specific performance data—the context of their unique buying and selling power. This integration is crucial for new hires, speeding up ramp time and helping all reps quote confidently on unfamiliar lanes.
The Three Pillars of Reliable Prediction: Reliable rate prediction rests on three critical pillars: MAPE (measuring accuracy), Margin (measuring financial impact), and Market Power (providing broker-specific context). When a brokerage integrates all three, they move from simply quoting to competing smarter.
Smarter Competing for the Right Freight: Freight pricing is a competitive advantage when brokers have confidence in their numbers. By prioritizing accuracy, transparency, and business-relevant context in their pricing technology, brokers can protect their margins, earn customer trust, and secure the freight that best fits their operational and financial goals.