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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

26,494 listings found

2002 Ford Taurus SES

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

2002 Ford Taurus SES

Bedford, VA

Salvage title
$1,195250,034 mi

Bedford, VA

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Bedford, VA

Salvage title
$1,295169,767 mi

Bedford, VA

2005 Chrysler Sebring Base

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

2005 Chrysler Sebring Base

Bedford, VA

Salvage title
$1,29519,789 mi

Bedford, VA

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Bedford, VA

UnscoredInsufficient · 0
$1,395236,698 mi

Bedford, VA

2004 Pontiac Grand Prix GT2

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

2004 Pontiac Grand Prix GT2

Bedford, VA

Salvage title
$1,395276,015 mi

Bedford, VA

2001 Nissan Sentra GXE

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

2001 Nissan Sentra GXE

Bedford, VA

Salvage title
$1,395221,420 mi

Bedford, VA

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Bedford, VA

UnscoredRobust · 53
$1,700143,776 mi

Comparison: 53 similar vehicles

Bedford, VA

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Bedford, VA

UnscoredLimited · 9
$1,700200,049 mi

Comparison: 9 similar vehicles

Bedford, VA

2009 Audi A4 Premium

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

2009 Audi A4 Premium

Bedford, VA

UnscoredInsufficient · 4
$1,700192,852 mi

Comparison: 4 similar vehicles

Bedford, VA

2007 Nissan Altima S

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

2007 Nissan Altima S

Bedford, VA

UnscoredLimited · 5
$1,700308,592 mi

Comparison: 5 similar vehicles

Bedford, VA

2005 Nissan Maxima SE

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

2005 Nissan Maxima SE

Bedford, VA

UnscoredInsufficient · 0
$1,700247,587 mi

Bedford, VA

2005 Volvo S40 T5

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

2005 Volvo S40 T5

Bedford, VA

Salvage title
$1,700224,582 mi

Bedford, VA

2004 Ford Taurus SES

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

2004 Ford Taurus SES

Bedford, VA

Salvage title
$1,700147,965 mi

Bedford, VA

2004 Honda Civic EX

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

2004 Honda Civic EX

Bedford, VA

UnscoredLimited · 6
$1,700233,292 mi

Comparison: 6 similar vehicles

Bedford, VA

2004 Saab 9-3 Arc

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

2004 Saab 9-3 Arc

Bedford, VA

UnscoredInsufficient · 3
$1,700179,161 mi

Comparison: 3 similar vehicles

Bedford, 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

2005 Chevrolet Impala LS

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

2005 Chevrolet Impala LS

Bedford, VA

UnscoredInsufficient · 0
$1,99594,088 mi

Bedford, 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

2000 Mazda 626 ES

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

2000 Mazda 626 ES

Ridgeway, VA

UnscoredInsufficient · 0
$2,098Mileage not verified

Ridgeway, 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

2007 Hyundai Accent GLS

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

2007 Hyundai Accent GLS

Waynesboro, VA

UnscoredInsufficient · 0
$2,294123,138 mi

Waynesboro, VA

2011 Buick LaCrosse CXL

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

2011 Buick LaCrosse CXL

Bedford, VA

UnscoredLimited · 8
$2,295129,015 mi

Comparison: 8 similar vehicles

Bedford, VA

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Bedford, VA

UnscoredLimited · 5
$2,295238,430 mi

Comparison: 5 similar vehicles

Bedford, VA

2006 Chrysler 300 Base

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

2006 Chrysler 300 Base

Bedford, VA

Salvage title
$2,295141,717 mi

Bedford, VA

2005 Chrysler 300 Base

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

2005 Chrysler 300 Base

Bedford, VA

Salvage title
$2,295149,824 mi

Bedford, 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

2002 Nissan Sentra GXE

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

2002 Nissan Sentra GXE

Bedford, VA

Salvage title
$2,295181,270 mi

Bedford, VA

2001 Audi A6 Quattro

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

2001 Audi A6 Quattro

Bedford, VA

UnscoredInsufficient · 0
$2,295163,302 mi

Bedford, VA

2000 Cadillac DeVille Base

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

2000 Cadillac DeVille Base

Bedford, VA

Salvage title
$2,295220,897 mi

Bedford, VA

2000 BMW 3 Series Base

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

2000 BMW 3 Series Base

Bedford, VA

Salvage title
$2,295168,581 mi

Bedford, VA

2000 Mercedes-Benz S-Class S430

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

2000 Mercedes-Benz S-Class S430

Bedford, VA

Salvage title
$2,295138,039 mi

Bedford, VA

No Photo

1997 Toyota Camry LE

Danville, VA

UnscoredInsufficient · 0
$2,395213,461 mi

Danville, 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 Plymouth Neon HIGHLINE

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

2001 Plymouth Neon HIGHLINE

Bedford, VA

Salvage title
$2,462112,309 mi

Bedford, 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

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

Portsmouth, VA

UnscoredInsufficient · 4
$2,495203,475 mi

Comparison: 4 similar vehicles

Portsmouth, VA

2004 Acura TSX Base

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

2004 Acura TSX Base

Bedford, VA

UnscoredInsufficient · 4
$2,495137,978 mi

Comparison: 4 similar vehicles

Bedford, VA

2004 Audi A4 Base

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

2004 Audi A4 Base

Bedford, VA

Salvage title
$2,495121,318 mi

Bedford, VA

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Cloverdale, VA

UnscoredLimited · 12
$2,499255,429 mi

Comparison: 12 similar vehicles

Cloverdale, 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 Toyota Camry LE

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

2011 Toyota Camry LE

Appomattox, VA

UnscoredRobust · 77
$2,500243,835 mi

Comparison: 77 similar vehicles

Appomattox, 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 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Virginia Beach, VA

UnscoredInsufficient · 4
$2,500292,506 mi

Comparison: 4 similar vehicles

Virginia Beach, VA

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

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

2018 Nissan Versa Sedan SV

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

2018 Nissan Versa Sedan SV

Bedford, VA

UnscoredLimited · 14
$2,700178,199 mi

Comparison: 14 similar vehicles

Bedford, VA

2017 Kia Forte LX

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

2017 Kia Forte LX

Bedford, VA

UnscoredRobust · 104
$2,700105,110 mi

Comparison: 104 similar vehicles

Bedford, VA

2017 Volkswagen Jetta S

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

2017 Volkswagen Jetta S

Bedford, VA

Salvage title
$2,700Mileage not verified

Bedford, VA

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Bedford, VA

UnscoredLimited · 8
$2,700145,161 mi

Comparison: 8 similar vehicles

Bedford, VA

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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