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.
More Remarketing

Used Vehicle Prices Climb Higher As Sales Pace Slows
The higher prices at used retail reflect strong wholesale values earlier in the spring, particularly for older, more affordable vehicles.
Read More →
Wholesale Used Vehicle Market Sustains Moderate Rise In Values, Prices
Trends continue to normalize after a strong start to the year, as consumers contend with higher gas prices in the coming summer months.
Read More →
Commercial Fleet Sales Still Lead Sectors Despite May Mini Dip
The U.S. economy's continued growth and positive business investment are creating a favorable environment for fleet vehicle demand.
Read More →
How Connected Vehicle Data Is Lifting Fleet Resale Values
A vehicle health score could improve the value of fleet vehicles at remarketing. The path to a universal standard is forming, and fleets that understand the process early will be better positioned when it arrives.
Read More →
Wholesale Used Vehicle Prices Slightly Up In April
The Iranian conflict and rising gas prices inject much uncertainty into the future wholesale used vehicle markets, as higher gas prices soak up spendable income from vehicle buyers.
Read More →
CAR2026: James McKinley Wins Value Champion of the Year
James McKinley of City Rent a Truck was named the inaugural Fleet Value Champion at the CAR Conference for his data-driven approach to fleet lifecycle management and vehicle remarketing.
Read More →
CAR2026: Eric Autenrieth Wins Remarketer of the Year
Eric Autenrieth was recognized at this year's CAR Conference as the Remarketer of the Year.
Read More →
CAR2026: Lawrence Knapp Wins Consignor of the Year
Lawrence Knapp won the Cosigner of the Year award at this year's CAR Conference.
Read More →
2026 CAR Awards Celebrate Industry Excellence
CAR’s annual Fleet Remarketing Awards opened a reimagined 2026 conference designed to bridge the worlds of fleet management and automotive remarketing.
Read More →
Inside the CAR2026 Awards: Leaders, Legacy & What’s Next
Here's a look inside the awards ceremony at the CAR Conference, where industry leaders reflected on the growth, impact, and future of automotive remarketing.
Read More →