Automotive Fleet
MenuMENU
SearchSEARCH

Fleet Analytics Tool Predicts Carbon Emissions Per Route

The tool predicts the amount of carbon dioxide emissions considering factors such as vehicle and fuel type, traffic conditions, and road attributes.

January 10, 2022
Fleet Analytics Tool Predicts Carbon Emissions Per Route

The CO₂ Insights tool was developed by Swiss retailer Migros and Empa, a research institute for materials science and technology, and relies on location data and services from Here Technologies. 

Photo courtesy of Here Technologies

3 min to read


Location data provider Here Technologies announced a new commercial fleet analytics tool at CES on Jan. 5. The tool predicts the amount of carbon dioxide (CO₂) emissions per route, considering factors such as vehicle and fuel type, traffic conditions, and the road networks’ physical attributes, including topography, curvature, slope and elevation, according to a news release.

Ad Loading...

CO₂ Insights also recommends the most appropriate commercial vehicle with the most appropriate engine (diesel, electric, bio-gas, or hydrogen) to produce the least CO₂ for any given route, helping fleets transition to CO₂ neutral.

Ad Loading...

CO₂ Insights – under the name of M Opex Tower – was developed by leading Swiss retailer Migros and its strategic partner Empa, relying on Here's location data and services. Migros has used the tool to investigate the environmental impact of its own fleet and drive the transition from diesel vehicles to alternative fuel options such as biogas, electric, and hydrogen. The retailer built its CO₂ analytical tool with the Here Routing API, enabling fleet managers to deliver optimized navigation routes incorporating the attributes of the roadway, legal, and physical restrictions and adjusted road hierarchy and topology.

CO₂ Insights is certified by myclimate, an organization that helps calculate and offset emissions. For this offset, the CO₂ calculation takes into account the energy consumed for transportation (tank-to-wheel) and emissions from fuel production (well-to-tank). Indirect emissions from vehicle manufacturing, maintenance and disposal, as well as the emissions produced to build the infrastructure used by the vehicle are also considered. The CO₂ calculation is certified according to DIN EN 16258 and ISO 14040.

“Sustainability has always played a major role for Migros," said Rainer Deutschmann, director security & traffic, Federation of Migros Cooperatives. "The innovative tool we have recently developed helps us reach our goal to reduce CO₂ emissions in road transport by 70% by 2030 and thus consolidate our position as one of the most sustainable retailers in the world. With its extensive network in the transport and logistics industry, Here Technologies is the right partner to get other companies to benefit from our innovation.”

“In addition to offering our customers the fastest and shortest routes, we are now in a position to predict the amount of CO₂ produced by any given type of commercial truck on any given route," added Jørgen Behrens, chief product officer at Here Technologies. "We can even identify which combination of truck model and fuel is least polluting. We are proud to see our road attributes powering CO₂ Insights in support of building CO₂ neutral fleets. This is an important contribution to help the EU reach its objectives of climate neutrality by 2050."

CO₂ Insights will be free of charge for evaluation purposes until March 31, 2022, for Here's customers.

More Fleet Forward

A blue and white graphic with Brett's Bridge's headshot on the left.
Fleet Forward•by Faith Howell•October 7, 2026

Fleet Meets: Brett Bridges

Meet Brett Bridges, project leader and industry innovator.

Read More →
Erin Gilchrist poses next a podcast mic on the left side of an image with the Mike Antich Apirit of Fleet award image on the right.
Fleet Forward•by Faith Howell•October 5, 2026

Erin Gilchrist Receives Mike Antich Spirit of Fleet Award

Last week at AFLA in Vegas, Erin Gilchrist received the inaugural, brand-new Spirit of Fleet Award.

Read More →
A headshot of Dominika Leja on the right with Fleet Manager of the Year text on the left, all with a blue and red background and the Automotive Fleet logl
Fleet Forward•by Faith Howell•September 30, 2026

Dominika Leja Named the 2026 Fleet Manager of the Year

The AstraZeneca associate director of fleet was recognized for her leadership in fleet electrification, cost savings, and operational transformation.

Read More →
Ad Loading...
Jamie McKay stands on stage and poses with teh 2026 Fleet Visionary award at AFLA
Fleet Forward•by Faith Howell•September 30, 2026

Jamie McKay Named the 2026 Fleet Visionary Award Winner

The Aptive Pest Control fleet manager was recognized for her approach to operations, data, lifecycle management, and driver needs.

Read More →
FFC one day pass announce
Fleet Forward•by Staff•September 15, 2026

Fleet Forward Conference Introduces One-Day Passes for 2026

New one-day registration gives fleet professionals the flexibility to attend Tuesday, Wednesday, or Thursday, with passes available for $199 through Sept. 18.

Read More →
A dog sits at a desk and vibe codes
Fleet Forward•by Chris Brown•September 1, 2026

Vibe Coding: When Fleet Managers Become Software Builders

Five fleet professionals — none with programming skills — discuss how they’re using AI to build fleet solutions in-house and in a fraction of the time.

Read More →
Ad Loading...
Speaker photos for FFC seminar
Fleet Forward•by Staff•August 22, 2026

Fleet Forward Conference Tackles Fleet Industry’s Growing Leadership Gap

This session will examine succession planning, knowledge transfer, and the skills the next generation of fleet leaders will need as veteran professionals leave the industry.

Read More →
A graphic with the 2026 Fleet Manager of the Year finalists
Fleet Forward•by Faith Howell•August 19, 2026

2026 Fleet Manager of the Year Finalists Announced

Who are the 2026 Fleet Manager of the Year finalists?

Read More →
John Rossant speaker keynote image
Fleet Forward•by Staff•August 18, 2026

John Rossant to Deliver Opening Keynote at 2026 Fleet Forward Conference

The CoMotion founder will draw on developments across Europe, China, the Middle East, and other international markets to identify trends that could influence how U.S. fleets plan for the coming decade.

Read More →
Ad Loading...
Vibe coding webinar promo image
Fleet Forward•by Staff•August 12, 2026

How to Build Custom Fleet Tools With AI and Vibe Coding [Webinar]

A new Automotive Fleet webinar explores how fleet managers are using AI and vibe coding to automate routine work and create simple operational tools without traditional programming skills.

Read More →