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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

1999 Dodge Grand Caravan SE

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

1999 Dodge Grand Caravan SE

Woodbridge, VA

UnscoredInsufficient · 0
$1,450163,340 mi

Woodbridge, VA

2006 Chevrolet Malibu Maxx LT

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

2006 Chevrolet Malibu Maxx LT

Alexandria, VA

UnscoredInsufficient · 0
$1,784176,048 mi

Alexandria, VA

2003 Mercedes-Benz E-Class E320

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

2003 Mercedes-Benz E-Class E320

Woodbridge, VA

UnscoredLimited · 9
$1,950155,510 mi

Comparison: 9 similar vehicles

Woodbridge, VA

2006 Mercury Mountaineer Luxury

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

2006 Mercury Mountaineer Luxury

Fredericksburg, VA

UnscoredInsufficient · 0
$1,995179,865 mi

Fredericksburg, VA

2015 Nissan Sentra S

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

2015 Nissan Sentra S

Spotsylvania Courthouse, VA

UnscoredLimited · 5
$1,999128,936 mi

Comparison: 5 similar vehicles

Spotsylvania Courthouse, VA

1998 Ford Expedition EDDIE BAUER

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

1998 Ford Expedition EDDIE BAUER

Fredericksburg, VA

UnscoredInsufficient · 0
$1,999232,000 mi

Fredericksburg, VA

1989 Chevrolet Corvette

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

1989 Chevrolet Corvette

Richmond, VA

UnscoredInsufficient · 0
$2,195123,501 mi

Richmond, VA

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Woodbridge, VA

UnscoredInsufficient · 0
$2,250200,584 mi

Woodbridge, VA

2003 Honda Accord LX

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

2003 Honda Accord LX

Fredericksburg, VA

UnscoredInsufficient · 3
$2,295152,362 mi

Comparison: 3 similar vehicles

Fredericksburg, VA

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Chantilly, VA

UnscoredInsufficient · 0
$2,400184,213 mi

Chantilly, VA

2016 Nissan Versa Sedan S

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

2016 Nissan Versa Sedan S

Woodbridge, VA

UnscoredInsufficient · 3
$2,450232,092 mi

Comparison: 3 similar vehicles

Woodbridge, 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
$2,490146,849 mi

Fredericksburg, VA

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Sterling, VA

Salvage title
$2,495189,405 mi

Sterling, VA

2017 Dodge Grand Caravan SE

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

2017 Dodge Grand Caravan SE

Sterling, VA

UnscoredInsufficient · 3
$2,500191,260 mi

Comparison: 3 similar vehicles

Sterling, VA

2012 Ford Focus S

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

2012 Ford Focus S

Vienna, VA

UnscoredInsufficient · 0
$2,500104,000 mi

Vienna, 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 · 39
$2,500147,695 mi

Comparison: 39 similar vehicles

Fredericksburg, VA

2009 Mazda CX-9 Grand Touring AWD

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

2009 Mazda CX-9 Grand Touring AWD

Fredericksburg, VA

UnscoredInsufficient · 3
$2,500Mileage not verified

Comparison: 3 similar vehicles

Fredericksburg, VA

2009 Volkswagen Rabbit S

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

2009 Volkswagen Rabbit S

Clinton, MD

UnscoredInsufficient · 0
$2,500183,224 mi

Clinton, MD

2008 Nissan Sentra 2.0 S

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

2008 Nissan Sentra 2.0 S

Vienna, VA

UnscoredLimited · 5
$2,500134,371 mi

Comparison: 5 similar vehicles

Vienna, VA

2007 Acura RDX Base

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

2007 Acura RDX Base

Stafford, VA

UnscoredLimited · 11
$2,500222,238 mi

Comparison: 11 similar vehicles

Stafford, VA

2000 Chrysler Sebring JXI

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

2000 Chrysler Sebring JXI

Sterling, VA

UnscoredInsufficient · 0
$2,500187,741 mi

Sterling, VA

2002 Toyota Rav4 Base

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

2002 Toyota Rav4 Base

Clinton, MD

UnscoredInsufficient · 0
$2,600154,479 mi

Clinton, MD

2006 Chevrolet Cobalt LT

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

2006 Chevrolet Cobalt LT

Arlington, VA

UnscoredInsufficient · 0
$2,695151,043 mi

Arlington, VA

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Clinton, MD

UnscoredLimited · 5
$2,700174,320 mi

Comparison: 5 similar vehicles

Clinton, MD

2006 Honda Accord SE

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

2006 Honda Accord SE

Clinton, MD

UnscoredLimited · 6
$2,700234,276 mi

Comparison: 6 similar vehicles

Clinton, MD

2008 Honda Civic LX

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

2008 Honda Civic LX

Clinton, MD

UnscoredLimited · 8
$2,800207,103 mi

Comparison: 8 similar vehicles

Clinton, MD

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

Fair PriceLimited · 13
$2,895200,230 mi

Market: $2,499 – $6,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Fredericksburg, VA

2013 Audi A4 Premium

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

2013 Audi A4 Premium

Arlington, VA

UnscoredLimited · 8
$2,900208,621 mi

Comparison: 8 similar vehicles

Arlington, VA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Arlington, VA

Fair PriceLimited · 16
$2,900197,657 mi

Market: $2,500 – $8,495

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Arlington, VA

2009 Volkswagen Jetta S

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

2009 Volkswagen Jetta S

Chantilly, VA

UnscoredLimited · 8
$2,945149,952 mi

Comparison: 8 similar vehicles

Chantilly, VA

2015 Chevrolet Sonic LTZ

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

2015 Chevrolet Sonic LTZ

Woodbridge, VA

UnscoredLimited · 14
$2,950220,305 mi

Comparison: 14 similar vehicles

Woodbridge, VA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Woodbridge, VA

UnscoredLimited · 11
$2,950154,969 mi

Comparison: 11 similar vehicles

Woodbridge, VA

2013 Chevrolet Impala 1FL

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

2013 Chevrolet Impala 1FL

Woodbridge, VA

UnscoredLimited · 6
$2,950169,432 mi

Comparison: 6 similar vehicles

Woodbridge, VA

2012 GMC Acadia SL

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

2012 GMC Acadia SL

Woodbridge, VA

UnscoredInsufficient · 4
$2,950211,857 mi

Comparison: 4 similar vehicles

Woodbridge, VA

2012 Honda Civic HYBRID

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

2012 Honda Civic HYBRID

Woodbridge, VA

UnscoredInsufficient · 4
$2,950217,963 mi

Comparison: 4 similar vehicles

Woodbridge, VA

2010 Ford Escape Limited

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

2010 Ford Escape Limited

Clinton, MD

UnscoredLimited · 14
$2,950145,862 mi

Comparison: 14 similar vehicles

Clinton, MD

2010 Dodge Grand Caravan SE

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

2010 Dodge Grand Caravan SE

Woodbridge, VA

UnscoredLimited · 6
$2,950173,875 mi

Comparison: 6 similar vehicles

Woodbridge, VA

2009 Honda Odyssey EX-L

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

2009 Honda Odyssey EX-L

Woodbridge, VA

UnscoredModerate · 24
$2,950213,637 mi

Comparison: 24 similar vehicles

Woodbridge, VA

2006 Buick LaCrosse CX

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

2006 Buick LaCrosse CX

Woodbridge, VA

UnscoredInsufficient · 4
$2,950160,000 mi

Comparison: 4 similar vehicles

Woodbridge, VA

2005 Acura MDX Touring Package

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

2005 Acura MDX Touring Package

Woodbridge, VA

UnscoredInsufficient · 0
$2,950212,242 mi

Woodbridge, 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

2001 Chrysler 300M Base

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

2001 Chrysler 300M Base

Woodbridge, VA

UnscoredInsufficient · 0
$2,950196,809 mi

Woodbridge, VA

1988 Jaguar XJ6

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

1988 Jaguar XJ6

Woodbridge, VA

UnscoredInsufficient · 0
$2,950139,408 mi

Woodbridge, VA

2008 Chrysler PT Cruiser Touring Edition

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

2008 Chrysler PT Cruiser Touring Edition

Sterling, VA

UnscoredInsufficient · 4
$2,95379,913 mi

Comparison: 4 similar vehicles

Sterling, VA

2006 Saab 9-3 2.0T

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

2006 Saab 9-3 2.0T

Sterling, VA

UnscoredLimited · 6
$2,953167,038 mi

Comparison: 6 similar vehicles

Sterling, VA

2005 MINI Cooper Base

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

2005 MINI Cooper Base

Sterling, VA

Fair PriceLimited · 11
$2,953128,855 mi

Market: $2,500 – $5,299

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Sterling, VA

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

White Plains, MD

UnscoredLimited · 9
$2,977202,788 mi

Comparison: 9 similar vehicles

White Plains, MD

2007 Pontiac G5 Base

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

2007 Pontiac G5 Base

White Plains, MD

UnscoredInsufficient · 0
$2,977172,594 mi

White Plains, MD

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

White Plains, MD

Fair PriceRobust · 50
$2,977226,729 mi

Market: $2,500 – $12,900

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 244 days listed (based on current market benchmarks)

White Plains, MD

2003 Lincoln Navigator Luxury

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

2003 Lincoln Navigator Luxury

White Plains, MD

UnscoredInsufficient · 0
$2,977192,986 mi

White Plains, MD

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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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