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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

6,214 listings found

2012 Mazda MAZDA6 i Sport

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

2012 Mazda MAZDA6 i Sport

Fredericksburg, VA

UnscoredLimited · 5
$1,795182,144 mi

Comparison: 5 similar vehicles

Fredericksburg, VA

2001 Toyota Corolla S

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

2001 Toyota Corolla S

Fredericksburg, VA

UnscoredInsufficient · 0
$2,490147,589 mi

Fredericksburg, VA

2011 Hyundai Elantra Limited

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

2011 Hyundai Elantra Limited

Fredericksburg, VA

UnscoredModerate · 48
$2,500147,695 mi

Comparison: 48 similar vehicles

Fredericksburg, VA

2000 Cadillac DeVille Base

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

2000 Cadillac DeVille Base

Petersburg, VA

UnscoredInsufficient · 0
$2,500164,385 mi

Petersburg, VA

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Fredericksburg, VA

UnscoredLimited · 13
$2,895200,230 mi

Comparison: 13 similar vehicles

Fredericksburg, VA

2004 Saturn ION 3

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

2004 Saturn ION 3

Fredericksburg, VA

UnscoredInsufficient · 0
$2,950174,421 mi

Fredericksburg, VA

2012 Ford Focus SE

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

2012 Ford Focus SE

Fredericksburg, VA

UnscoredInsufficient · 4
$2,979176,941 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2013 Ford Focus SE

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

2013 Ford Focus SE

Fredericksburg, VA

UnscoredLimited · 5
$2,99095,163 mi

Comparison: 5 similar vehicles

Fredericksburg, 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

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Fredericksburg, VA

UnscoredRobust · 53
$2,992230,740 mi

Comparison: 53 similar vehicles

Fredericksburg, 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

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Spotsylvania Courthouse, VA

UnscoredModerate · 37
$2,995153,045 mi

Comparison: 37 similar vehicles

Spotsylvania Courthouse, VA

2007 Cadillac DTS V8

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

2007 Cadillac DTS V8

Fredericksburg, VA

UnscoredInsufficient · 0
$2,995173,637 mi

Fredericksburg, 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

2011 Audi A4 Premium

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

2011 Audi A4 Premium

Fredericksburg, VA

UnscoredInsufficient · 4
$2,999166,206 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2007 Volkswagen Jetta

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

2007 Volkswagen Jetta

Fredericksburg, VA

UnscoredInsufficient · 0
$2,999279,659 mi

Fredericksburg, 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

2009 Volkswagen Jetta SEL

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

2009 Volkswagen Jetta SEL

Colonial Heights, VA

UnscoredInsufficient · 0
$3,200199,225 mi

Colonial Heights, VA

2000 Honda Accord EX

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

2000 Honda Accord EX

Fredericksburg, VA

UnscoredInsufficient · 0
$3,350129,758 mi

Fredericksburg, 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

2004 Volkswagen Passat GLS

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

2004 Volkswagen Passat GLS

Fredericksburg, VA

UnscoredInsufficient · 0
$3,495190,905 mi

Fredericksburg, VA

2000 Nissan Maxima GXE

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

2000 Nissan Maxima GXE

Fredericksburg, VA

UnscoredInsufficient · 0
$3,495146,053 mi

Fredericksburg, 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

2000 Mercedes-Benz E-Class E320 Sedan

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

2000 Mercedes-Benz E-Class E320 Sedan

Fredericksburg, VA

UnscoredInsufficient · 0
$3,550165,410 mi

Fredericksburg, VA

2007 Buick LaCrosse CXL

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

2007 Buick LaCrosse CXL

Louisa, VA

UnscoredInsufficient · 0
$3,690107,509 mi

Louisa, VA

2011 Lincoln MKZ Base

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

2011 Lincoln MKZ Base

Fredericksburg, VA

UnscoredLimited · 7
$3,795154,253 mi

Comparison: 7 similar vehicles

Fredericksburg, VA

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Colonial Heights, VA

UnscoredLimited · 5
$3,800147,905 mi

Comparison: 5 similar vehicles

Colonial Heights, 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

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Powhatan, VA

UnscoredModerate · 34
$3,899224,485 mi

Comparison: 34 similar vehicles

Powhatan, VA

2012 Nissan Altima S

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

2012 Nissan Altima S

Fredericksburg, VA

UnscoredLimited · 11
$3,900123,908 mi

Comparison: 11 similar vehicles

Fredericksburg, VA

2006 Chevrolet Aveo LS

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

2006 Chevrolet Aveo LS

Colonial Heights, VA

UnscoredInsufficient · 0
$3,900159,139 mi

Colonial Heights, VA

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Fredericksburg, VA

UnscoredLimited · 8
$3,979226,499 mi

Comparison: 8 similar vehicles

Fredericksburg, 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 EX

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

2012 Honda Accord EX

Fredericksburg, VA

UnscoredLimited · 14
$3,995232,143 mi

Comparison: 14 similar vehicles

Fredericksburg, VA

2011 Nissan Sentra S

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

2011 Nissan Sentra S

Fredericksburg, VA

UnscoredLimited · 7
$3,995100,253 mi

Comparison: 7 similar vehicles

Fredericksburg, VA

2011 Toyota Camry Base

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

2011 Toyota Camry Base

Petersburg, VA

UnscoredLimited · 12
$3,995365,999 mi

Comparison: 12 similar vehicles

Petersburg, VA

2011 Mitsubishi Lancer GTS

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

2011 Mitsubishi Lancer GTS

Fredericksburg, VA

UnscoredInsufficient · 0
$3,995198,000 mi

Fredericksburg, VA

2010 Mazda MAZDA3 s Grand Touring

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

2010 Mazda MAZDA3 s Grand Touring

Fredericksburg, VA

UnscoredInsufficient · 4
$3,995202,771 mi

Comparison: 4 similar vehicles

Fredericksburg, 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 Acura TL Base

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

2007 Acura TL Base

Fredericksburg, VA

UnscoredInsufficient · 0
$3,995211,458 mi

Fredericksburg, VA

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Fredericksburg, VA

UnscoredInsufficient · 4
$3,995148,869 mi

Comparison: 4 similar vehicles

Fredericksburg, VA

2004 Nissan Altima S

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

2004 Nissan Altima S

Fredericksburg, VA

UnscoredInsufficient · 0
$3,995148,452 mi

Fredericksburg, VA

2001 Mercedes-Benz E-Class E320

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

2001 Mercedes-Benz E-Class E320

Fredericksburg, VA

UnscoredInsufficient · 0
$3,995132,173 mi

Fredericksburg, 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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