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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 14, 2026

7.3M+

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

15,726 listings found

2014 Ford Focus S

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

2014 Ford Focus S

Richmond, VA

Unscored
$1,450113,918 mi

Comparison: 6 similar vehicles

Richmond, 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 · 3
$2,500164,385 mi

Comparison: 3 similar vehicles

Petersburg, 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
$2,750102,992 mi

Richmond, VA

2009 Nissan Murano S

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

2009 Nissan Murano S

Sandston, VA

UnscoredInsufficient · 4
$2,898193,800 mi

Comparison: 4 similar vehicles

Sandston, VA

2007 Saturn VUE 3.5L

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

2007 Saturn VUE 3.5L

Richmond, VA

UnscoredInsufficient · 0
$2,900207,123 mi

Richmond, VA

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Richmond, VA

Unscored
$2,995246,775 mi

Comparison: 21 similar vehicles

Richmond, VA

2007 Dodge Durango SLT

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

2007 Dodge Durango SLT

Petersburg, VA

UnscoredInsufficient · 0
$2,995201,155 mi

Petersburg, VA

2006 Mercedes-Benz SLK-Class SLK280

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

2006 Mercedes-Benz SLK-Class SLK280

Petersburg, VA

UnscoredInsufficient · 0
$2,995147,690 mi

Petersburg, VA

2004 Toyota Sienna LE

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

2004 Toyota Sienna LE

Petersburg, VA

UnscoredInsufficient · 0
$2,995244,816 mi

Petersburg, VA

2003 Kia Sedona EX

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

2003 Kia Sedona EX

Petersburg, VA

UnscoredInsufficient · 0
$2,995141,197 mi

Petersburg, 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

2013 Ford Explorer Utility Police Interceptor

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

2013 Ford Explorer Utility Police Interceptor

Powhatan, VA

Unscored
$2,999176,547 mi

Comparison: 9 similar vehicles

Powhatan, 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 · 0
$2,999216,000 mi

Richmond, VA

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Powhatan, VA

UnscoredInsufficient · 0
$2,999350,112 mi

Powhatan, VA

2007 Volvo S40 2.4i

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

2007 Volvo S40 2.4i

Powhatan, VA

UnscoredInsufficient · 0
$2,999184,848 mi

Powhatan, VA

2004 Mitsubishi Lancer ES

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

2004 Mitsubishi Lancer ES

Warrenton, NC

UnscoredInsufficient · 0
$2,999168,451 mi

Warrenton, NC

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

Powhatan, VA

UnscoredInsufficient · 0
$2,999193,911 mi

Powhatan, 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

1997 Mercury Cougar

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

1997 Mercury Cougar

Emporia, VA

UnscoredInsufficient · 0
$3,20051,516 mi

Emporia, VA

2007 Kia Rondo LX

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

2007 Kia Rondo LX

Sandston, VA

UnscoredInsufficient · 0
$3,394158,515 mi

Sandston, 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

UnscoredInsufficient · 0
$3,398141,022 mi

Sandston, VA

2002 Ford Focus ZX3

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

2002 Ford Focus ZX3

Sandston, VA

UnscoredInsufficient · 0
$3,398125,828 mi

Sandston, VA

2002 Chevrolet Malibu Base

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

2002 Chevrolet Malibu Base

Bensley, VA

UnscoredInsufficient · 0
$3,432159,150 mi

Bensley, 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 · 4
$3,495Mileage not verified

Comparison: 4 similar vehicles

Richmond, VA

2011 Hyundai Veracruz Limited

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

2011 Hyundai Veracruz Limited

Powhatan, VA

UnscoredInsufficient · 0
$3,499233,490 mi

Powhatan, VA

2007 Dodge Durango SLT

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

2007 Dodge Durango SLT

Richmond, VA

UnscoredInsufficient · 0
$3,499212,672 mi

Richmond, VA

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Petersburg, VA

Unscored
$3,500193,893 mi

Comparison: 6 similar vehicles

Petersburg, VA

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Petersburg, VA

UnscoredInsufficient · 0
$3,500214,100 mi

Petersburg, VA

2004 Toyota Sienna XLE

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

2004 Toyota Sienna XLE

Petersburg, VA

Unscored
$3,500208,253 mi

Comparison: 12 similar vehicles

Petersburg, VA

2003 Acura MDX Touring Package

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

2003 Acura MDX Touring Package

Petersburg, VA

UnscoredInsufficient · 3
$3,500189,060 mi

Comparison: 3 similar vehicles

Petersburg, VA

2005 Honda Civic LX

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

2005 Honda Civic LX

Emporia, VA

UnscoredInsufficient · 0
$3,600312,294 mi

Emporia, VA

2002 Chrysler PT Cruiser LIMITED

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

2002 Chrysler PT Cruiser LIMITED

Disputanta, VA

UnscoredInsufficient · 0
$3,650135,229 mi

Disputanta, VA

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Sandston, VA

Fair PriceLimited · 11
$3,700119,475 mi

Market: $3,495 – $8,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 315 days listed (based on current market benchmarks)

Sandston, VA

2005 Toyota Sienna XLE

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

2005 Toyota Sienna XLE

Powhatan, VA

UnscoredInsufficient · 0
$3,799183,068 mi

Powhatan, VA

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Sandston, VA

UnscoredInsufficient · 3
$3,800156,571 mi

Comparison: 3 similar vehicles

Sandston, VA

2011 Hyundai Elantra Limited

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

2011 Hyundai Elantra Limited

Sandston, VA

Unscored
$3,800166,364 mi

Comparison: 5 similar vehicles

Sandston, VA

2010 Ford Explorer XLT

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

2010 Ford Explorer XLT

Sandston, VA

Unscored
$3,800164,824 mi

Comparison: 12 similar vehicles

Sandston, VA

2009 Dodge Grand Caravan SE

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

2009 Dodge Grand Caravan SE

Richmond, VA

UnscoredInsufficient · 4
$3,800129,204 mi

Comparison: 4 similar vehicles

Richmond, VA

2008 Ford Explorer XLT

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

2008 Ford Explorer XLT

Sandston, VA

Unscored
$3,800156,791 mi

Comparison: 7 similar vehicles

Sandston, 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
$3,800159,139 mi

Colonial Heights, VA

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Emporia, VA

Unscored
$3,844131,390 mi

Comparison: 16 similar vehicles

Emporia, 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

Unscored
$3,898124,869 mi

Comparison: 13 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

Unscored
$3,899224,485 mi

Comparison: 49 similar vehicles

Powhatan, VA

2010 Nissan Rogue S Krom Edition

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

2010 Nissan Rogue S Krom Edition

Richmond, VA

UnscoredInsufficient · 0
$3,899130,856 mi

Richmond, VA

2001 Lexus RX 300

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

2001 Lexus RX 300

Richmond, VA

UnscoredInsufficient · 0
$3,899289,172 mi

Richmond, VA

2010 Chevrolet Impala Police Sedan

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

2010 Chevrolet Impala Police Sedan

Emporia, VA

UnscoredInsufficient · 0
$3,900151,133 mi

Emporia, VA

2008 Land Rover Range Rover Sport HSE

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

2008 Land Rover Range Rover Sport HSE

Richmond, VA

UnscoredInsufficient · 0
$3,900203,405 mi

Richmond, VA

2007 Honda Civic LX

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

2007 Honda Civic LX

Emporia, VA

Unscored
$3,900227,555 mi

Comparison: 20 similar vehicles

Emporia, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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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