Fueling Efficiency - How Pilot Uses Vector Stores, Data Quality, and GenAI to Deliver Business Value

Learn how Pilot Travel Centers, North America's largest travel center network, transformed their fuel delivery operations from a manual, error-prone process to an automated system using Generative AI in this 15-minute conference talk. Discover the challenges Pilot faced with processing delivery records and validating fuel transaction data, including diverse formats and handwritten elements that caused robotic process automation attempts to fail. Explore how the data team implemented GenAI powered by advanced text and vision models to revolutionize Bill of Lading (BOL) processing, utilizing few-shot learning and vectorized examples to increase document parsing accuracy from 70% to 95%. Understand the business impact of this transformation, including real-time validation against truck driver inputs, accelerated credit reconciliation, and millions in savings through improved financial operations. Gain insights into practical applications of vector stores, data quality management, and GenAI implementation in logistics operations from Travis Lawrence, Senior Manager of Machine Learning Engineering at Pilot Travel Centers.