Convoy on AWS

The Convoy digital freight network uses AWS to bring greater efficiency to the shipping industry, saving money for shippers, increasing earnings for carriers, and eliminating carbon waste for the planet.

CUSTOMER STORIES

Convoy Uses Amazon SageMaker to Accelerate Innovation in the Shipping Industry

2019

Forty percent of the miles truck drivers log each year are done with an empty truck, wasting time and fuel. A large part of the problem is the industry’s infrastructure—a fragmented network of shippers and haulers joined together by brokers that match one side with the other, traditionally through email and phone calls. Convoy is disrupting the model by using artificial intelligence (AI) to automate it and help shippers and truckers move freight more efficiently.

How Convoy Helps Improve Truck Drivers' Lives

2019

Convoy is working to create a marketplace where shippers never have to question whether or not there’s capacity to move a load, and carriers can be confident they’re going to be utilized and driving full as often as possible. Providing drivers with more consistency and predictability in their work, Convoy helps them earn more while they’re on the road and find a shipment that will take them home.


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The critical component in helping the industry become more efficient is being able to analyze all of these different combinations of routes and loads and model what different combinations are going to look like. That requires an enormous amount of data, complex data-science techniques, and models. And for that, we rely pretty heavily on AWS services, like EC2 and SageMaker. These tools have made us incredibly more efficient, allowing us to learn more quickly, iterate more quickly, and move from development to deployment with a lot higher speed and velocity.

Aaron Terrazas
Director of Economic Research at Convoy


Fix This Podcast: Convoy Uses Machine Learning to Reduce Trucking’s Environmental Impact

2020

Convoy helps the trucking industry reduce waste and meet sustainability goals. Using AWS services, including Amazon SageMaker, Convoy creates routes for drivers that keep trucks full and eliminate empty miles. This not only helps drivers earn more for every mile they travel, it also reduces carbon emissions. Plus, Convoy provides reports to shippers that allow them to see what carbon emissions they produce as well as opportunities to reduce them over time.

ADDITIONAL RESOURCES

AWS STARTUPS BLOG

2020
The Startup’s Guide to Building Machine Learning on AWS
Convoy was an early adopter of Amazon SageMaker, a machine learning service that enables the company to quickly build, train, and deploy ML models. Data scientists at Convoy use SageMaker to find the most cost-efficient trucking routes.
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RE:INVENT SESSION

2018
How Convoy Uses Amazon SageMaker to Drive Rapid Innovation
Too often, data scientists build potentially high-impact models that never see the light of day due to deployment obstacles. At Convoy, data science is at the core of its trucking network product, so building a robust, frictionless platform to deploy models is critical to the company's success. To minimize the code needed to transition from training a model locally to deploying the same model in production, the company adopted Amazon SageMaker to push various models to production-ready endpoints. In this talk, Convoy’s data science director, David Tsai, reviews Convoy's Amazon SageMaker architecture and highlights how it has enabled them to drive meaningful impact.
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AWS STARTUPS BLOG

2018
Amazon SageMaker Takes the Heavy Lifting Out of Machine Learning
Before Amazon SageMaker, many startups were unable to take advantage of the benefits of AI/ML because they didn’t have the resources necessary to build and train large-scale data models. Now, companies like Convoy can build, train, and deploy machine learning models quickly and easily, decreasing the investment needed while also increasing the number of ways ML can be applied.
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FROM OUTSIDE AWS

MEDIUM

How Convoy Uses Machine Learning to Revolutionize Trucking
Machine learning is core to what Convoy does and how it approaches problems on behalf of truck drivers and shippers. It’s a key component of Convoy strategy, one that differentiates the company from other trucking solutions.
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