• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia

Trendingnow

1

After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup

2

The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting

3

Markets tumble worldwide as Fed resets expectations: $400 billion wiped off SpaceX stock

1

After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup

2

The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting

3

Markets tumble worldwide as Fed resets expectations: $400 billion wiped off SpaceX stock
Tech

Why Machine Learning Is a Delivery Driver’s Best Friend

By
Larissa Zimberoff
Larissa Zimberoff
Down Arrow Button Icon
By
Larissa Zimberoff
Larissa Zimberoff
Down Arrow Button Icon
February 6, 2018, 12:30 PM ET
Anheuser Busch
Add Fortune on Google for similar content.

Despite radical advances in technology, many companies still plan routes for their delivery trucks the same way they did a decade ago. Managers create itineraries the day before, and then hand printouts to drivers to follow or add them to the hand-held devices that their drivers carry at their hip.

But when drivers get stuck in traffic jams while on their rounds, they’re simply out of luck and behind schedule. The same thing happens if there’s a surprise snowstorm that makes roads impassable.

In short, the routes are inflexible.

But Wise Systems, a Boston startup, is tackling this age-old problem by pairing machine learning with data it collects from drivers’ mobile phones. It crunches information like the driver’s speed and GPS location with other details including traffic, weather, where the order is being delivered, and when customers are available to receive their orders.

What emerges is a delivery route that can be tweaked on the fly depending on any complications that come up. If the technology determines that a driver will miss a scheduled stop because of road closures, for example, it will adjust the schedule for the entire day. If that’s not possible, the driver will receive alerts on his or her mobile phone as a not-so subtle hint to pick up the pace. (Red is not a good sign.)

The goal is to create routes that allow drivers to work more efficiently. By doing so, companies can save money by increasing the number of deliveries that drivers can make during shifts while also making customers happier by improving the likelihood that orders will arrive on time, or by the driver they prefer.

Wise Systems, which has 15 employees, grew out of an assignment in a graduate class on entrepreneurship at MIT. At first, the idea of the company’s four founders was to map crime, but potential customers told them “crime was good, but traffic is worse.” One of the teams’ advisors, from the MIT Center for Transportation and Logistics, also nudged them in this direction. In 2014, when they realized the idea had potential, the team incorporated the company.

Optimizing delivery routes has its roots in what’s called the Traveling Salesman Problem, which mathematicians have been trying to solve since 1930. While the task is straightforward––finding most efficient route between cities for salesmen before returning home––it remains unsolved. The possibilities are limitless, much like the possibilities for deliveries.

This is where Wise’s machine learning comes into play. Its algorithms learn from each day’s data so that it can improve the routes the technology provides going forward. “It’s much more than taking the data and feeding it in,” says Wise chief technology officer Ali Kamil. “It’s also unlearning some things that might go wrong.”

Increasing the efficiency of deliveries is now more important than ever for companies as they battle for customers who expect their orders almost immediately. Amazon, for example, offers same-day deliveries of groceries and certain Prime products within one- and two-hour delivery windows, requiring huge computing power and machine learning tools.

But creating such a system is difficult. UPS has been building its own custom software––Orion––for over a decade. Over 500 people reportedly worked on the technology, but after 10 years, it’s still not fully deployed. In Manhattan, UPS drivers still use an old version called ED because Orion doesn’t do well in complex urban environments.

Anheuser-Busch became Wise Systems’ first client when it agreed in late 2016 to test the software with its Seattle and San Diego wholesalers. Six months later, the beer giant rolled out the technology––a mobile app for drivers and a web-based tool for managers––to more of its’ wholesalers across the country. As of this week, Wise has been implemented at all of its U.S. wholesalers—20 in total, plus two others in Ontario and Québec

For over 20 years, Anheuser-Busch used Roadnet, a technology that creates delivery routes up to the day of. Roadnet helps build the plan and set the sequence, but those routes don’t change after drivers get on the road.

Another problem became apparent when Anheuser-Busch compared the routes the Roadnet software created with those that drivers actually took. The company found that drivers often deviated from the plan. It was a sign that drivers thought they knew better than the technology, an easy slip-up when they follow the same route every day for years. It also highlighted the problem of incorporating some of the on-the-job knowledge that drivers had about their routes that technology has difficulty capturing.

To get some of that expertise into its system, Wise Systems lets drivers enter real-time data through its mobile app. Examples include whether a customer prefers to be serviced by a specific driver and whether parking is scarce. These shared notes are added to the app with a code so that the algorithm can take that information into account in the future. This kind of shared knowledge can be especially helpful when a new driver takes over an existing route.

After one year, Anheuser-Busch says it’s noticed several benefits of using Wise Systems. “Wise learns patterns and history, which helps it be more effective in the future,” says Matlock Rogers, director of wholesale operations for Anheuser-Busch. It lets his team see where drivers are in real time, reducing the phone calls and texting otherwise required for updates.

In urban markets where employees are trained and using the tools properly, Anheuser-Busch says it has reduced the miles traveled per stop by 4%, which translates into fuel savings, lower wear and tear on trucks, and, for the driver, improved earnings based on higher productivity.

Another benefit is improved customer service. In the past, drivers wouldn’t be alerted to missing a delivery window. “Now, Wise will show us the last 15 stops might be late and we can prioritize them if we need to hit a specific window for a certain client,” says Rogers.

Wise Systems says that its technology will improve over time as it takes on more clients, which in turn provide its system with more data to crunch. Imagine a network of 2,000 drivers––Wise’s pool now––versus one that taps the collective brainpower of 20,000 drivers.

“In the logistics industry drivers are paid by deliveries made, not time,” says Wise’s Kamil. “Inherently, they love us because we help them make more deliveries in a day.”

Correction: An earlier version of this article mistakenly said that Anheuser-Busch was testing Wise Systems technology with 20 retailers in the U.S. and two others in Canada. In fact, those tests are with wholesalers.

About the Author
By Larissa Zimberoff
See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in Tech

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Tech

NYC Mayor Zohran Mamdani 3 for 3 on his ‘better Democrats’ endorsements: ‘Put working people back at the heart of politics’
PoliticsNew York City
NYC Mayor Zohran Mamdani 3 for 3 on his ‘better Democrats’ endorsements: ‘Put working people back at the heart of politics’
By The Associated Press, Jesse Bedayn, Thomas Beaumont and HUMERA LODHIJune 24, 2026
1 minute ago
a
RetailAmazon
Amazon’s record Prime Day masks a darker truth: Americans are spending more and getting less
By Nick LichtenbergJune 24, 2026
14 minutes ago
Current price of Ethereum for June 24, 2026
Personal FinanceEthereum
Current price of Ethereum for June 24, 2026
By Joseph HostetlerJune 24, 2026
2 hours ago
Taktile cofounders Maik Taro Wehmeyer (left) and Maximilian Eber (right) stand side by side, smiling at the camera.
Startups & VentureVenture Capital
Exclusive: Taktile raises $110 million from Goldman Sachs, Tiger Global to automate high-stakes financial decisions 
By Camila Grigera NaónJune 24, 2026
2 hours ago
Sarah Youngwood, EVP and CFO at Nasdaq.
AICFO Daily
Nasdaq’s CFO says leaders must learn AI—not just their teams
By Sheryl EstradaJune 24, 2026
2 hours ago
steve
Commentary250 Years of Innovation
Steve Case: America was built by entrepreneurs. Here’s how we keep that edge for the next 250 years
By Steve CaseJune 24, 2026
3 hours ago

Most Popular

After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup
Success
After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup
By Orianna Rosa RoyleJune 23, 2026
1 day ago
The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting
Economy
The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting
By Jacqueline MunisJune 24, 2026
8 hours ago
Markets tumble worldwide as Fed resets expectations: $400 billion wiped off SpaceX stock
Banking
Markets tumble worldwide as Fed resets expectations: $400 billion wiped off SpaceX stock
By Jim EdwardsJune 23, 2026
1 day ago
Current price of oil as of June 23, 2026
Personal Finance
Current price of oil as of June 23, 2026
By Joseph HostetlerJune 23, 2026
1 day ago
Texas and Charlotte used to build huge McMansions—now they're copying the California design tricks they once mocked
Real Estate
Texas and Charlotte used to build huge McMansions—now they're copying the California design tricks they once mocked
By Sydney LakeJune 22, 2026
2 days ago
Current price of gold as of June 23, 2026
Personal Finance
Current price of gold as of June 23, 2026
By Danny BakstJune 23, 2026
1 day ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.