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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

9,323 listings found

2004 Mercedes-Benz C-Class C240

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Mercedes-Benz C-Class C240

Flowery Branch, GA

UnscoredInsufficient · 0
$2,495173,409 mi

Flowery Branch, GA

2004 Mercedes-Benz E-Class E500

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Mercedes-Benz E-Class E500

Roswell, GA

UnscoredInsufficient · 0
$2,798153,500 mi

Roswell, GA

2008 Mercedes-Benz C-Class C300 Luxury

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Mercedes-Benz C-Class C300 Luxury

Duluth, GA

UnscoredInsufficient · 3
$2,799203,922 mi

Comparison: 3 similar vehicles

Duluth, GA

2003 Mercedes-Benz M-Class ML 320

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Mercedes-Benz M-Class ML 320

Winder, GA

UnscoredInsufficient · 0
$2,950140,000 mi

Winder, GA

1998 Mercedes-Benz CLK 320

Image from the dealer's site. OAV does not own, control, or store dealer images.

1998 Mercedes-Benz CLK 320

Dalton, GA

UnscoredInsufficient · 0
$2,995183,978 mi

Dalton, GA

2007 Mercedes-Benz M-Class ML350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Mercedes-Benz M-Class ML350

Flowery Branch, GA

UnscoredInsufficient · 0
$3,495133,452 mi

Flowery Branch, GA

2012 Mercedes-Benz E-Class E350 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Mercedes-Benz E-Class E350 Sport

Snellville, GA

UnscoredInsufficient · 3
$3,500152,112 mi

Comparison: 3 similar vehicles

Snellville, GA

2004 Mercedes-Benz E-Class E320

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Mercedes-Benz E-Class E320

Marietta, GA

UnscoredInsufficient · 0
$3,500179,017 mi

Marietta, GA

1997 Mercedes-Benz E-Class E 320

Image from the dealer's site. OAV does not own, control, or store dealer images.

1997 Mercedes-Benz E-Class E 320

Marietta, GA

UnscoredInsufficient · 0
$3,500147,027 mi

Marietta, GA

2006 Mercedes-Benz S-Class S500

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Mercedes-Benz S-Class S500

Union City, GA

UnscoredInsufficient · 3
$3,800232,585 mi

Comparison: 3 similar vehicles

Union City, GA

2003 Mercedes-Benz CLK-Class CLK500

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Mercedes-Benz CLK-Class CLK500

Decatur, GA

UnscoredInsufficient · 0
$3,800207,421 mi

Decatur, GA

2006 Mercedes-Benz CLK-Class CLK350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Mercedes-Benz CLK-Class CLK350

Doraville, GA

Salvage title
$3,899109,960 mi

Doraville, GA

2008 Mercedes-Benz E-Class E350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Mercedes-Benz E-Class E350

Cumming, GA

UnscoredLimited · 11
$3,900199,367 mi

Comparison: 11 similar vehicles

Cumming, GA

2009 Mercedes-Benz E-Class E320

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Mercedes-Benz E-Class E320

Conyers, GA

UnscoredInsufficient · 0
$3,950208,000 mi

Conyers, GA

2008 Mercedes-Benz S-Class S550

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Mercedes-Benz S-Class S550

Winder, GA

UnscoredInsufficient · 3
$3,950196,000 mi

Comparison: 3 similar vehicles

Winder, GA

2007 Mercedes-Benz E-Class E350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Mercedes-Benz E-Class E350

Augusta, GA

UnscoredModerate · 24
$3,990251,802 mi

Comparison: 24 similar vehicles

Augusta, GA

2009 Mercedes-Benz GL-Class GL450

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Mercedes-Benz GL-Class GL450

Decatur, GA

UnscoredInsufficient · 0
$3,995140,173 mi

Decatur, GA

2008 Mercedes-Benz GL-Class GL450

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Mercedes-Benz GL-Class GL450

Flowery Branch, GA

UnscoredInsufficient · 0
$3,995200,723 mi

Flowery Branch, GA

2006 Mercedes-Benz C-Class C230 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Mercedes-Benz C-Class C230 Sport

Dalton, GA

UnscoredInsufficient · 0
$3,995174,854 mi

Dalton, GA

2006 Mercedes-Benz CLS-Class CLS500

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Mercedes-Benz CLS-Class CLS500

Gainesville, GA

UnscoredInsufficient · 0
$3,999190,748 mi

Gainesville, GA

2009 Mercedes-Benz M-Class ML350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Mercedes-Benz M-Class ML350

Cumming, GA

UnscoredInsufficient · 0
$4,399180,750 mi

Cumming, GA

2007 Mercedes-Benz GL-Class GL450

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Mercedes-Benz GL-Class GL450

Roswell, GA

UnscoredInsufficient · 3
$4,468185,643 mi

Comparison: 3 similar vehicles

Roswell, GA

2008 Mercedes-Benz E-Class E350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Mercedes-Benz E-Class E350

Decatur, GA

UnscoredLimited · 10
$4,490133,280 mi

Comparison: 10 similar vehicles

Decatur, GA

2013 Mercedes-Benz C-Class C300 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Mercedes-Benz C-Class C300 Sport

Warner Robins, GA

UnscoredLimited · 16
$4,499187,000 mi

Comparison: 16 similar vehicles

Warner Robins, GA

2006 Mercedes-Benz E-Class E350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Mercedes-Benz E-Class E350

Warner Robins, GA

UnscoredInsufficient · 4
$4,499152,000 mi

Comparison: 4 similar vehicles

Warner Robins, GA

2012 Mercedes-Benz E-Class E350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Mercedes-Benz E-Class E350

Norcross, GA

UnscoredLimited · 7
$4,500184,002 mi

Comparison: 7 similar vehicles

Norcross, GA

2009 Mercedes-Benz CLK-Class CLK350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Mercedes-Benz CLK-Class CLK350

Atlanta, GA

UnscoredInsufficient · 0
$4,500126,267 mi

Atlanta, GA

2008 Mercedes-Benz E-Class E350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Mercedes-Benz E-Class E350

Acworth, GA

Fair PriceLimited · 10
$4,540112,157 mi

Market: $3,900 – $9,800

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Acworth, GA

2012 Mercedes-Benz GL-Class GL450

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Mercedes-Benz GL-Class GL450

Mableton, GA

UnscoredLimited · 5
$4,595Mileage not verified

Comparison: 5 similar vehicles

Mableton, GA

2011 Mercedes-Benz E-Class E350 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Mercedes-Benz E-Class E350 Sport

Eastman, GA

UnscoredLimited · 9
$4,799181,103 mi

Comparison: 9 similar vehicles

Eastman, GA

2011 Mercedes-Benz GLK-Class GLK350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Mercedes-Benz GLK-Class GLK350

Austell, GA

UnscoredLimited · 8
$4,800188,606 mi

Comparison: 8 similar vehicles

Austell, GA

2012 Mercedes-Benz GL-Class GL450

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Mercedes-Benz GL-Class GL450

Decatur, GA

UnscoredLimited · 5
$4,900198,880 mi

Comparison: 5 similar vehicles

Decatur, GA

2012 Mercedes-Benz GLK-Class GLK350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Mercedes-Benz GLK-Class GLK350

Decatur, GA

UnscoredInsufficient · 3
$4,900153,508 mi

Comparison: 3 similar vehicles

Decatur, GA

2010 Mercedes-Benz E-Class E350 Luxury

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Mercedes-Benz E-Class E350 Luxury

Dallas, GA

UnscoredInsufficient · 3
$4,900157,000 mi

Comparison: 3 similar vehicles

Dallas, GA

2001 Mercedes-Benz S-Class S500

Image from the dealer's site. OAV does not own, control, or store dealer images.

2001 Mercedes-Benz S-Class S500

Loganville, GA

UnscoredInsufficient · 0
$4,900173,182 mi

Loganville, GA

2006 Mercedes-Benz CLS-Class CLS500

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Mercedes-Benz CLS-Class CLS500

Grayson, GA

UnscoredInsufficient · 0
$4,988126,500 mi

Grayson, GA

2014 Mercedes-Benz C-Class C250 Luxury

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Mercedes-Benz C-Class C250 Luxury

Mableton, GA

UnscoredLimited · 9
$4,995Mileage not verified

Comparison: 9 similar vehicles

Mableton, GA

2014 Mercedes-Benz C-Class C250 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Mercedes-Benz C-Class C250 Sport

Gainesville, GA

UnscoredLimited · 6
$4,995173,000 mi

Comparison: 6 similar vehicles

Gainesville, GA

2011 Mercedes-Benz M-Class ML350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Mercedes-Benz M-Class ML350

Suwanee, GA

UnscoredLimited · 12
$4,995165,041 mi

Comparison: 12 similar vehicles

Suwanee, GA

2008 Mercedes-Benz CLK-Class CLK350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Mercedes-Benz CLK-Class CLK350

Roswell, GA

UnscoredLimited · 8
$4,995178,923 mi

Comparison: 8 similar vehicles

Roswell, GA

2006 Mercedes-Benz E-Class E350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Mercedes-Benz E-Class E350

Loganville, GA

UnscoredLimited · 5
$4,995Mileage not verified

Comparison: 5 similar vehicles

Loganville, GA

1999 Mercedes-Benz C-Class Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

1999 Mercedes-Benz C-Class Base

Suwanee, GA

UnscoredInsufficient · 0
$4,995166,738 mi

Suwanee, GA

2013 Mercedes-Benz C-Class C300 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Mercedes-Benz C-Class C300 Sport

Conyers, GA

UnscoredLimited · 7
$4,999103,688 mi

Comparison: 7 similar vehicles

Conyers, GA

2007 Mercedes-Benz CLK-Class CLK350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Mercedes-Benz CLK-Class CLK350

Marietta, GA

UnscoredInsufficient · 3
$4,999145,667 mi

Comparison: 3 similar vehicles

Marietta, GA

2006 Mercedes-Benz M-Class ML350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Mercedes-Benz M-Class ML350

Thomaston, GA

UnscoredInsufficient · 0
$5,000141,212 mi

Thomaston, GA

2007 Mercedes-Benz S-Class S550

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Mercedes-Benz S-Class S550

Peachtree Corners, GA

UnscoredLimited · 7
$5,128133,982 mi

Comparison: 7 similar vehicles

Peachtree Corners, GA

2008 Mercedes-Benz M-Class ML350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Mercedes-Benz M-Class ML350

Lawrenceville, GA

UnscoredInsufficient · 3
$5,200179,860 mi

Comparison: 3 similar vehicles

Lawrenceville, GA

2010 Mercedes-Benz M-Class ML350

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Mercedes-Benz M-Class ML350

Cumming, GA

UnscoredInsufficient · 3
$5,299148,450 mi

Comparison: 3 similar vehicles

Cumming, GA

2013 Mercedes-Benz C-Class C250 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Mercedes-Benz C-Class C250 Sport

Douglasville, GA

UnscoredLimited · 10
$5,398172,180 mi

Comparison: 10 similar vehicles

Douglasville, GA

2014 Mercedes-Benz CLA-Class CLA250

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Mercedes-Benz CLA-Class CLA250

Union City, GA

UnscoredLimited · 16
$5,399193,863 mi

Comparison: 16 similar vehicles

Union City, GA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers route inbound buyer inquiries and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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