Back to Blog
by Andy Martinelli
Andy Martinelli

4 min read

AI in Logistics: How Shippers Can Uncover Freight Efficiencies

October 14, 2024

Andy Martinelli
by Andy Martinelli

Share:

The transportation industry is experiencing a seismic shift as generative artificial intelligence (AI) and large language models (LLMs) pave the way to a new era of optimization. The simple interactions AI and LLMs provide are not just beneficial; they're essential, unlocking opportunities for innovative ideas and applications.

AI will play a major role in expanding the way optimization and problem-solving is done in the logistics industry. Specifically, the use of generative AI and increased access to customized LLMs will be tailored to solve unique business problems. While traditional methods can produce billions of combinations, AI and LLMs pinpoint meaningful and practical solutions. The logistics sector navigates numerous considerations and risks, such as network priorities and disruptions. These complexities underscore the importance of effectively managing and applying AI to improve the way shippers operate, plan, and perform.

Enhance logistics efficiency with AI-driven route optimization

One of the primary applications of AI in logistics is route optimization. Thanks to advanced AI and LLM algorithms, network priorities such as cost, service, capacity, and sustainability can be factored in real-time to determine the most effective logistics plan. This is crucial as shippers look to lower their carbon footprint. AI not only tracks emissions but also efficiently identifies opportunities to reduce them in a cost-neutral or even cost-saving manner. These tools can also identify opportunities to effectively allocate resources in response to changing legislation and regulations, while recommending the greatest value.

With AI, you can also consider other factors you may not have previously considered, leading to innovative solutions for complex logistics challenges. Shippers, therefore, can find the most optimal carriers for their transportation network, optimize trailer use, and manage fuel and freight costs with far greater efficiency than ever before.

Ensure reliability in market forecasting

Forecasting market conditions is a crucial application that has significant benefits through the application of both traditional methods combined with AI. When you subsidize traditional forecasting methodologies with more advanced AI driven solutions, transportation leaders can rapidly analyze market changes and various scenarios, enabling them to adjust their operations based on actual and predicted business need. This includes anticipating demand fluctuations, assessing the likelihood of weather-related disruptions, and identifying potential labor shortages. Through such predictive analytics, leaders can optimize their strategies, effectively reducing costs and boosting profits.

While AI in logistics provides a high degree of accuracy, it is vital to apply the principle of "trust but verify." These solutions are powerful tools to help drive better decision-making, but even the best tools need oversight and management. Generative AI and specifically LLMs can produce convincing results that are sometimes merely well-defined hallucinations, as highlighted by recent discussions on the reliability of AI-generated data. Always maintain a margin of error, as the inherent unpredictability of the world can lead to unforeseen changes.

Harness AI in logistics for enhanced benchmarking and data analysis

Leveraging AI to integrate extensive datasets for benchmarking both internal and external data yields substantial advantages across operations and procurement. These advanced technologies allow organizations to sift through vast amounts of information, identifying patterns and trends that may have otherwise gone unnoticed. Additionally, AI-driven insights guide informed decision-making by providing a clearer picture of potential outcomes, risks, and benefits. This holistic approach not only improves the strategic planning process but also drives innovation and growth within the industry.

Leverage LLMs and AI for Cutting-Edge Freight Solutions

The use of LLMs and AI in logistics has propelled the transportation industry forward by providing new solutions for complex challenges. From route optimization to market forecasting and benchmarking, LLMs and AI have proven to be a valuable tool for shippers looking to enhance efficiency and reduce costs. As the technology continues to advance, transportation leaders need to embrace the full capability of the tools and effectively manage them to stay ahead in the ever-evolving industry. With the right resources and a growth mindset, shippers can uncover significant efficiencies and drive their freight network strategies toward success.

Breakthrough is leveraging LLMs and AI across our sustainable fuel and freight solutions, empowering industry-leading shippers to reduce costs, increase efficiency, and decarbonize transportation. Interested in learning more? Send us a message!

Implications Of California’s LCFS Program Emerge Behind The Scenes

7 min read

September 11, 2025

How to Reduce Freight Costs: Proven Strategies for Shippers

Learn how to deploy freight cost reduction strategies that keep transportation expenses low in your supply chain.

Read more
Four Alternative Fuels For Transportation Companies

8 min read

September 10, 2025

4 Alternative Fuels For Transportation Companies

Discover the top types of alternative fuels for transportation companies that can reduce costs and emissions across your supply chain.

Read more
Why We’re Investing In The Future Of Transportation And Fuel Efficiency

6 min read

August 22, 2025

How New English Language Proficiency Rules Are Impacting U.S. Capacity

Navigate the capacity and geographic impacts of ELP with confidence. Learn how asset-based carriers and expert strategies can optimize your network performance.

Read more