Fuel Analytics AI

Advanced time series forecasting across 1,700+ fuel stations and custom LLM-powered customer experiences on Google Cloud.

A few words about the client

Global Partners LP is a leading energy distributor and convenience retailer across the U.S. They needed an AI analytics platform to improve fuel demand forecasting at the station level, optimize supply chain operations, and enhance customer engagement.

Industry: Energy Distribution & Convenience Retail
Location Waltham, Massachusetts, USA
Services used:

AI/ML Development

Data Engineering

Google Cloud Platform

Natural Language Processing

Data Integration

Services Provided

AI/ML Development - Time Series Forecasting Models & LLM Fine-tuning

Google Cloud Platform - Scalable Analytics Infrastructure

Data Engineering - Fuel Demand Prediction Pipelines

Custom Software Development - Intelligent Customer Service Platform

Predictive Analytics - Station-level Demand Forecasting

Natural Language Processing

Cloud Architecture - High-Performance Computing for 1,700+ Locations

Model Training & Optimization - Custom AI Model Development

Goals Achieved

Predictive Intelligence: Advanced time series models analyze seasonal patterns, local events, and market trends to forecast fuel demand with unprecedented accuracy

Scalable AI Architecture: Google Cloud platform enables seamless scaling across Global Partners' extensive network of stations and terminals

Personalized Customer Support: Fine-tuned LLM chatbot understands Global Partners' specific business context, providing tailored assistance for fuel supply, convenience store operations, and customer inquiries

Real-time Decision Making: Cloud-based analytics enable instant adjustments to fuel delivery schedules and inventory levels based on predictive insights

Future-Ready Platform: Foundation for expanding AI capabilities across heating oil delivery, commercial fuel supply, and renewable energy initiatives

Operational Excellence: Data-driven approach to fuel management supporting Global Partners' 90+ year commitment to reliability and customer service

Specific Impact

1,700+ fuel stations equipped with advanced time series forecasting models for optimal inventory management

Significant improvement in fuel demand prediction accuracy across all locations and fuel types

Enhanced customer experience through custom LLM fine-tuned chatbot providing personalized assistance

Google Cloud infrastructure supporting real-time analytics and machine learning at enterprise scale

Optimized fuel logistics* reducing waste and improving supply chain efficiency across terminal network

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