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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

3,652 listings found

2000 Acura TL Base

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

2000 Acura TL Base

Newport News, VA

UnscoredInsufficient · 0
$2,799222,233 mi

Newport News, VA

2008 Volvo S80 3.2

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

2008 Volvo S80 3.2

North Chesterfield, VA

UnscoredInsufficient · 0
$2,990195,115 mi

North Chesterfield, VA

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Ashland, VA

UnscoredInsufficient · 3
$2,994298,122 mi

Comparison: 3 similar vehicles

Ashland, VA

2002 Mercedes-Benz C-Class C240

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

2002 Mercedes-Benz C-Class C240

Petersburg, VA

UnscoredInsufficient · 0
$2,995161,879 mi

Petersburg, VA

1998 Honda Accord EX

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

1998 Honda Accord EX

Petersburg, VA

UnscoredInsufficient · 0
$2,995206,660 mi

Petersburg, VA

2011 Mazda MAZDA6 i Touring

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

2011 Mazda MAZDA6 i Touring

Richmond, VA

UnscoredInsufficient · 3
$2,999216,000 mi

Comparison: 3 similar vehicles

Richmond, VA

2000 Volvo S80 Base

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

2000 Volvo S80 Base

Newport News, VA

UnscoredInsufficient · 0
$2,999232,012 mi

Newport News, VA

2009 Subaru Legacy 3.0R Limited

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

2009 Subaru Legacy 3.0R Limited

Richmond, VA

UnscoredInsufficient · 0
$3,150235,123 mi

Richmond, VA

2005 Chevrolet Impala SS

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

2005 Chevrolet Impala SS

Newport News, VA

UnscoredInsufficient · 0
$3,299263,802 mi

Newport News, VA

2003 Ford Focus ZTS

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

2003 Ford Focus ZTS

Cape Charles, VA

UnscoredInsufficient · 0
$3,390231,171 mi

Cape Charles, VA

2007 Ford Taurus SEL

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

2007 Ford Taurus SEL

Sandston, VA

UnscoredLimited · 7
$3,398141,022 mi

Comparison: 7 similar vehicles

Sandston, VA

2003 Ford Crown Victoria LX

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

2003 Ford Crown Victoria LX

Richmond, VA

UnscoredInsufficient · 0
$3,450102,992 mi

Richmond, VA

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Richmond, VA

UnscoredLimited · 8
$3,495309,753 mi

Comparison: 8 similar vehicles

Richmond, VA

2007 Buick Lucerne CX

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

2007 Buick Lucerne CX

Richmond, VA

UnscoredInsufficient · 0
$3,495Mileage not verified

Richmond, VA

2010 Nissan Maxima SV

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

2010 Nissan Maxima SV

Newport News, VA

UnscoredLimited · 8
$3,499220,085 mi

Comparison: 8 similar vehicles

Newport News, VA

2007 Mercury Milan Premier

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

2007 Mercury Milan Premier

Sandston, VA

UnscoredInsufficient · 0
$3,500149,346 mi

Sandston, VA

2006 Nissan Sentra 1.8 S

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

2006 Nissan Sentra 1.8 S

Newport News, VA

UnscoredInsufficient · 0
$3,685155,208 mi

Newport News, VA

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Sandston, VA

UnscoredLimited · 19
$3,898124,869 mi

Comparison: 19 similar vehicles

Sandston, VA

2008 Nissan Versa S

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

2008 Nissan Versa S

Sandston, VA

UnscoredInsufficient · 4
$3,898106,545 mi

Comparison: 4 similar vehicles

Sandston, VA

2005 Buick LeSabre Limited

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

2005 Buick LeSabre Limited

Sandston, VA

UnscoredInsufficient · 0
$3,898145,510 mi

Sandston, VA

2009 Toyota Camry XLE

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

2009 Toyota Camry XLE

Ashland, VA

UnscoredLimited · 14
$3,994148,930 mi

Comparison: 14 similar vehicles

Ashland, VA

2012 Honda Accord SE

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

2012 Honda Accord SE

Newport News, VA

UnscoredModerate · 40
$3,995298,708 mi

Comparison: 40 similar vehicles

Newport News, VA

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Richmond, VA

UnscoredLimited · 11
$3,995185,347 mi

Comparison: 11 similar vehicles

Richmond, VA

2007 Mercedes-Benz E-Class E550

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

2007 Mercedes-Benz E-Class E550

Richmond, VA

UnscoredInsufficient · 0
$3,997173,387 mi

Richmond, VA

2009 Nissan Sentra S

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

2009 Nissan Sentra S

Glen Allen, VA

UnscoredLimited · 5
$3,998136,877 mi

Comparison: 5 similar vehicles

Glen Allen, VA

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

Hampton, VA

UnscoredLimited · 13
$3,999166,044 mi

Comparison: 13 similar vehicles

Hampton, VA

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Richmond, VA

UnscoredLimited · 13
$3,999164,271 mi

Comparison: 13 similar vehicles

Richmond, VA

2007 BMW 3 Series 328i

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

2007 BMW 3 Series 328i

Sandston, VA

UnscoredLimited · 6
$3,99994,410 mi

Comparison: 6 similar vehicles

Sandston, VA

2009 Toyota Camry SE

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

2009 Toyota Camry SE

Hampton, VA

UnscoredModerate · 23
$4,000202,381 mi

Comparison: 23 similar vehicles

Hampton, VA

2007 Mazda MAZDA6 i

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

2007 Mazda MAZDA6 i

Richmond, VA

UnscoredInsufficient · 0
$4,100166,050 mi

Richmond, VA

2010 Honda Accord EX

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

2010 Honda Accord EX

Richmond, VA

UnscoredLimited · 5
$4,200280,440 mi

Comparison: 5 similar vehicles

Richmond, VA

2016 Nissan Altima SR

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

2016 Nissan Altima SR

Richmond, VA

UnscoredInsufficient · 3
$4,250191,684 mi

Comparison: 3 similar vehicles

Richmond, VA

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Hampton, VA

UnscoredModerate · 30
$4,299158,609 mi

Comparison: 30 similar vehicles

Hampton, VA

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Sandston, VA

UnscoredLimited · 8
$4,398151,334 mi

Comparison: 8 similar vehicles

Sandston, VA

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Sandston, VA

UnscoredLimited · 11
$4,398137,286 mi

Comparison: 11 similar vehicles

Sandston, VA

2012 Ford Focus S

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

2012 Ford Focus S

Sandston, VA

UnscoredInsufficient · 3
$4,398125,641 mi

Comparison: 3 similar vehicles

Sandston, VA

2012 Mitsubishi Galant FE

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

2012 Mitsubishi Galant FE

Sandston, VA

UnscoredInsufficient · 0
$4,39888,444 mi

Sandston, VA

2010 Kia Forte EX

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

2010 Kia Forte EX

Sandston, VA

UnscoredLimited · 7
$4,398103,592 mi

Comparison: 7 similar vehicles

Sandston, VA

2007 Hyundai Elantra SE

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

2007 Hyundai Elantra SE

Sandston, VA

UnscoredInsufficient · 0
$4,398137,548 mi

Sandston, VA

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Richmond, VA

UnscoredModerate · 38
$4,447218,244 mi

Comparison: 38 similar vehicles

Richmond, VA

2012 Nissan Altima S

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

2012 Nissan Altima S

Richmond, VA

UnscoredInsufficient · 4
$4,485200,063 mi

Comparison: 4 similar vehicles

Richmond, VA

1999 BMW 3 Series 323I

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

1999 BMW 3 Series 323I

Henrico, VA

UnscoredInsufficient · 0
$4,490158,229 mi

Henrico, VA

2013 Nissan Sentra SV

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

2013 Nissan Sentra SV

Highland Springs, VA

UnscoredInsufficient · 3
$4,495145,828 mi

Comparison: 3 similar vehicles

Highland Springs, VA

2013 Ford Focus SE

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

2013 Ford Focus SE

Newport News, VA

UnscoredLimited · 5
$4,497168,537 mi

Comparison: 5 similar vehicles

Newport News, VA

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Bellwood, VA

UnscoredInsufficient · 4
$4,499198,565 mi

Comparison: 4 similar vehicles

Bellwood, VA

2010 BMW 5 Series 528i

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

2010 BMW 5 Series 528i

Sandston, VA

UnscoredInsufficient · 4
$4,500129,109 mi

Comparison: 4 similar vehicles

Sandston, VA

2004 Ford Taurus SES

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

2004 Ford Taurus SES

Tappahannock, VA

UnscoredInsufficient · 4
$4,500124,073 mi

Comparison: 4 similar vehicles

Tappahannock, VA

2013 Kia Forte EX

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

2013 Kia Forte EX

Newport News, VA

UnscoredInsufficient · 4
$4,595146,537 mi

Comparison: 4 similar vehicles

Newport News, VA

2001 Mercedes-Benz E-Class E320 4Matic

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

2001 Mercedes-Benz E-Class E320 4Matic

Richmond, VA

UnscoredInsufficient · 0
$4,595214,005 mi

Richmond, VA

2014 Nissan Altima SV

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

2014 Nissan Altima SV

Richmond, VA

UnscoredModerate · 25
$4,599146,746 mi

Comparison: 25 similar vehicles

Richmond, VA

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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