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.

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
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.
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.”
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

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 →
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 →
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 →
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 →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 →
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 →
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 →
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 →
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 →
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 →