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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 · November 5, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

12,410 listings found

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Greenfield, OH

Unscored
$1,500198,115 mi

Comparison: 63 similar vehicles

Greenfield, OH

2004 Buick Rendezvous CX AWD

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

2004 Buick Rendezvous CX AWD

Wurtland, KY

UnscoredInsufficient · 0
$1,500200,010 mi

Wurtland, KY

2009 Ford Focus SE

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

2009 Ford Focus SE

Vanceburg, KY

Unscored
$2,000241,503 mi

Comparison: 8 similar vehicles

Vanceburg, KY

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Ashland, KY

UnscoredInsufficient · 3
$2,000165,798 mi

Comparison: 3 similar vehicles

Ashland, KY

2008 Chrysler Town & Country Limited

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

2008 Chrysler Town & Country Limited

Chillicothe, OH

Unscored
$2,397216,919 mi

Comparison: 5 similar vehicles

Chillicothe, OH

2005 Honda Civic LX

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

2005 Honda Civic LX

West Portsmouth, OH

UnscoredInsufficient · 3
$2,400172,101 mi

Comparison: 3 similar vehicles

West Portsmouth, OH

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Rockbridge, OH

Unscored
$2,471183,125 mi

Comparison: 31 similar vehicles

Rockbridge, OH

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

Circleville, OH

Unscored
$2,495164,724 mi

Comparison: 10 similar vehicles

Circleville, OH

2005 Chevrolet Impala LS

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

2005 Chevrolet Impala LS

Circleville, OH

UnscoredInsufficient · 0
$2,495165,654 mi

Circleville, OH

2003 Ford Ranger XL

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

2003 Ford Ranger XL

Chillicothe, OH

UnscoredInsufficient · 3
$2,495193,164 mi

Comparison: 3 similar vehicles

Chillicothe, OH

1998 Nissan Maxima GLE

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

1998 Nissan Maxima GLE

Chillicothe, OH

UnscoredInsufficient · 0
$2,495148,267 mi

Chillicothe, OH

2012 Chevrolet Malibu 2LT

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

2012 Chevrolet Malibu 2LT

Lancaster, OH

Unscored
$2,500131,333 mi

Comparison: 5 similar vehicles

Lancaster, OH

2010 Nissan Altima S

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

2010 Nissan Altima S

Lancaster, OH

Unscored
$2,500133,684 mi

Comparison: 6 similar vehicles

Lancaster, OH

2004 Lincoln LS Ultimate

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

2004 Lincoln LS Ultimate

Lancaster, OH

UnscoredInsufficient · 0
$2,500196,500 mi

Lancaster, OH

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Ashland, KY

Unscored
$2,500231,050 mi

Comparison: 7 similar vehicles

Ashland, KY

2005 Nissan Altima S

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

2005 Nissan Altima S

Athens, OH

Unscored
$2,721206,443 mi

Comparison: 8 similar vehicles

Athens, OH

2014 Nissan Rogue S

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

2014 Nissan Rogue S

Athens, OH

Unscored
$2,788258,919 mi

Comparison: 7 similar vehicles

Athens, OH

2010 Chevrolet Aveo 1LT

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

2010 Chevrolet Aveo 1LT

Vanceburg, KY

UnscoredInsufficient · 0
$2,950102,641 mi

Vanceburg, KY

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Lancaster, OH

Unscored
$2,976200,853 mi

Comparison: 5 similar vehicles

Lancaster, OH

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Gallipolis, OH

UnscoredInsufficient · 4
$2,995257,791 mi

Comparison: 4 similar vehicles

Gallipolis, OH

2001 Dodge Ram Van Base

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

2001 Dodge Ram Van Base

Lancaster, OH

UnscoredInsufficient · 0
$2,995140,095 mi

Lancaster, OH

2009 Ford Focus SE

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

2009 Ford Focus SE

Chillicothe, OH

Unscored
$2,999203,545 mi

Comparison: 16 similar vehicles

Chillicothe, OH

2009 Saturn Outlook XE

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

2009 Saturn Outlook XE

Rockbridge, OH

UnscoredInsufficient · 0
$2,999267,420 mi

Rockbridge, OH

2007 Ford Escape XLT

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

2007 Ford Escape XLT

Ashland, KY

UnscoredInsufficient · 0
$2,999Mileage not verified

Ashland, KY

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Lancaster, OH

Unscored
$3,000146,300 mi

Comparison: 10 similar vehicles

Lancaster, OH

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Lancaster, OH

Unscored
$3,000169,405 mi

Comparison: 5 similar vehicles

Lancaster, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Lancaster, OH

Unscored
$3,000143,105 mi

Comparison: 15 similar vehicles

Lancaster, OH

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Lancaster, OH

Unscored
$3,000149,206 mi

Comparison: 23 similar vehicles

Lancaster, OH

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Lancaster, OH

Fair PriceLimited · 15
$3,00073,400 mi

Market: $2,695 – $6,999

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Lancaster, OH

2012 Ford Focus SE

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

2012 Ford Focus SE

Gallipolis, OH

Unscored
$3,000293,666 mi

Comparison: 60 similar vehicles

Gallipolis, OH

2012 Chrysler Town & Country Touring

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

2012 Chrysler Town & Country Touring

Lancaster, OH

UnscoredInsufficient · 3
$3,000133,930 mi

Comparison: 3 similar vehicles

Lancaster, OH

2009 Dodge Caliber SE

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

2009 Dodge Caliber SE

Lancaster, OH

Unscored
$3,000101,600 mi

Comparison: 8 similar vehicles

Lancaster, OH

1997 Jeep Wrangler / TJ

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

1997 Jeep Wrangler / TJ

Lancaster, OH

UnscoredInsufficient · 0
$3,000169,250 mi

Lancaster, OH

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Waverly, OH

UnscoredInsufficient · 0
$3,049445,699 mi

Waverly, OH

2003 Chrysler PT Cruiser Base

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

2003 Chrysler PT Cruiser Base

Ashland, KY

UnscoredInsufficient · 0
$3,049153,900 mi

Ashland, KY

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

West Portsmouth, OH

Salvage title
$3,200133,469 mi

West Portsmouth, OH

2006 Jeep Liberty Limited

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

2006 Jeep Liberty Limited

Lancaster, OH

UnscoredInsufficient · 4
$3,200104,800 mi

Comparison: 4 similar vehicles

Lancaster, OH

1999 Volkswagen New Beetle GLS

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

1999 Volkswagen New Beetle GLS

Lancaster, OH

UnscoredInsufficient · 0
$3,20091,600 mi

Lancaster, OH

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Chillicothe, OH

Unscored
$3,250222,222 mi

Comparison: 8 similar vehicles

Chillicothe, OH

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Ashland, KY

Unscored
$3,289193,523 mi

Comparison: 5 similar vehicles

Ashland, KY

2012 Ford Focus SE

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

2012 Ford Focus SE

Ashland, KY

UnscoredInsufficient · 4
$3,289171,160 mi

Comparison: 4 similar vehicles

Ashland, KY

2011 Ford Explorer Limited

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

2011 Ford Explorer Limited

Ashland, KY

Unscored
$3,289228,273 mi

Comparison: 14 similar vehicles

Ashland, KY

1997 Ford F-150

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

1997 Ford F-150

Ashland, KY

UnscoredInsufficient · 0
$3,289209,428 mi

Ashland, KY

1997 Jeep Grand Cherokee LAREDO

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

1997 Jeep Grand Cherokee LAREDO

Athens, OH

UnscoredInsufficient · 0
$3,488143,572 mi

Athens, OH

2012 Chevrolet Captiva Sport LT

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

2012 Chevrolet Captiva Sport LT

Chillicothe, OH

Unscored
$3,494226,681 mi

Comparison: 5 similar vehicles

Chillicothe, OH

2012 Chrysler Town & Country Touring-L

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

2012 Chrysler Town & Country Touring-L

Circleville, OH

Unscored
$3,495172,249 mi

Comparison: 5 similar vehicles

Circleville, OH

2010 Ford Focus S

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

2010 Ford Focus S

Hillsboro, OH

UnscoredInsufficient · 0
$3,495156,904 mi

Hillsboro, OH

2017 Ford Focus SE

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

2017 Ford Focus SE

Lancaster, OH

UnscoredInsufficient · 4
$3,50092,925 mi

Comparison: 4 similar vehicles

Lancaster, OH

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Lancaster, OH

Unscored
$3,500146,042 mi

Comparison: 17 similar vehicles

Lancaster, OH

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Lancaster, OH

Unscored
$3,500154,707 mi

Comparison: 6 similar vehicles

Lancaster, OH

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 recently 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.
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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