Charged Fleet Logo

Cox Automotive Adds Vehicle Options Adjustments to MMR

Clients who rely on MMR can now benefit from even more precise vehicle values that account for high-value options like heated seats, adaptive cruise control, and more.

Cox Automotive Adds Vehicle Options Adjustments to MMR

MMR values have been based on year-make-model-trim data, with additional manual adjustments available for mileage, region, condition and color. However, a vehicle’s specific options and packages can boost or diminish its value compared to the typical configuration.

Photo: Manheim

2 min to read


The widely used wholesale vehicle valuation tool, Manheim Market Report (MMR), now includes automatic adjustments for factory-installed options and packages, Cox Automotive announced July 26.

This enhancement is made possible through the integration of OEM build data with Cox Automotive’s extensive first-party transaction data and proprietary modeling, making valuations more precise.

Ad Loading...

As one of the industry’s most trusted source of wholesale vehicle valuations, MMR was used nearly 2.6 billion times in the last year to value vehicles.

While MMR has undergone a major evolution in the last several years to become the living, market-responsive algorithm it is today, a tool like this deserves continuous innovation,” said Joe Kichler, senior vice president of digital inventory and supply chain solutions at Cox Automotive, in a news release. “VIN-specific, automated build adjustments are a massive leap forward for clients, and MMR will give them the most accurate vehicle valuations available today.” 

How the Better MMR Works

For years, MMR values have been based on year-make-model-trim data, with additional manual adjustments available for mileage, region, condition and color. However, a vehicle’s specific options and packages can boost or diminish its value compared to the typical configuration.

The key to this enhancement is the automation, which Cox Automotive achieved through integrating in-depth OEM build data with the real-time data from millions of actual transactions already fueling the algorithm.

“When it comes to artificial intelligence, the quality of the inputs determines the accuracy of the results,” said Ben Flusberg, chief data officer at Cox Automotive. “MMR is refreshed daily, based on more first-party transactions than any other guidebook in the industry, and now includes high-quality OEM build data — not incomplete data based on partial VINs and website scraping.”

Ad Loading...

With the integration of OEM build data in place, about 85% of vehicles transacted across the Manheim Marketplace can now receive an automatic MMR adjustment based on their VIN-specific options and packages.

The combination means clients who rely on MMR can now benefit from even more precise vehicle values that account for high-value options like heated seats, adaptive cruise control. and more. The result will be clients receiving valuations with pinpoint accuracy, helping them make even more informed decisions critical to their businesses.

Originally posted on Automotive Fleet

More Electric Vehicles

Gov. Newsom signs legislation on the hood of an EV.

California Governor Approves Instant ZEV Rebates For First-Time Buyers

That instant rebate is the centerpiece of a broader $600 million package Governor Newsom signed into law, keeping California active in the global clean transportation race.

Read More →
Green bar graphs showing quarterly increases and declines in EV sales volume
Hybridsby News/Media ReleaseJuly 10, 2026

New Vehicle Models Stabilize Electrified Market In Q2

But more credit goes to hybrids than to all-electric vehicles, as more buyers look for fuel-efficient alternatives amid high gas prices.

Read More →
A rendering showing solar panels and mobile chargers with battery storage at an open-air sports venue.
Chargingby News/Media ReleaseJuly 9, 2026

Xos White Paper Asserts LA Olympics Will Lack Enough EV Chargers

The commercial EV fleet company recommends some faster and more flexible remedies to relieve the anticipated shortfall.

Read More →
Ad Loading...
A blue EV backed up against a charging station in a parking lot.
Chargingby News/Media ReleaseJuly 8, 2026

ChargePoint, Optimus Expand Fast-Charging Network Across Southeastern U.S.

ChargePoint will serve as the exclusive solutions provider, delivering hardware, software, and services to support Optimus’ growing charging network.

Read More →
Round head shots of Micah Bergdale and Martin Romjue on either side of a large video headline.
Operationsby Martin RomjueJuly 7, 2026

Running A Profitable Electric Rental Fleet

How do you successfully operate an all-electric rental car fleet? Whether you manage a rental fleet or another commercial fleet, this conversation offers practical lessons on deploying, operating, and scaling electric vehicles.

Read More →
Photo illustration of a gray hatchback EV charging and a gas vehicle filling up.
ChargingJuly 1, 2026

Why Charging May Never Be As Easy As Filling Up Gas

A seamless charge depends on a string of independent companies getting it right together, every time. How can electric fleets navigate the challenges to create a successful charging plan?

Read More →
Ad Loading...
Yellow Slate pickup truck on a platform.
Electric Vehiclesby Martin RomjueJune 26, 2026

Slate Debuts Colorful, Unique EV Models

A recent media and client event, studded with electric vehicles dressed up on platforms, planted a new position for the manufacturer in the wider EV market. Fleets will find cost-saving advantages.

Read More →
Yellow Slate Fastback on a raised platform in a warehouse.
Electric Vehiclesby Martin RomjueJune 25, 2026

Slate Electric SUV, Pickup Switchable Model Aims For Light-Duty Fleets

Everything about this EV is counterintuitive and understated, making it stand out from the crowd.

Read More →
Profile view of Polestar 3
Electric Vehiclesby Chris BrownJune 25, 2026

Polestar Barred from U.S. Market Under Connected Vehicle Rule

The automaker loses its authorization to sell new vehicles in the U.S., starting with the 2027 model year. Polestar owners will retain access to the brand's service network.

Read More →
Ad Loading...
A Lucid Gravity robotaxi parked in front of the Houston skyline.
Operationsby News/Media ReleaseJune 23, 2026

Uber, Nuro and Lucid Plan Houston Robotaxi Service in 2027

The tripartite venture brings out the combined advantages of electric vehicles, mobility, and autonomy into ground transportation.

Read More →