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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 16, 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

3,866 listings found

2010 Chrysler Sebring Touring

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

2010 Chrysler Sebring Touring

Houston, TX

Salvage title
$2,299129,484 mi

Houston, TX

2002 Chevrolet Camaro Base

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

2002 Chevrolet Camaro Base

San Antonio, TX

UnscoredInsufficient · 0
$2,995143,921 mi

San Antonio, TX

2004 Volkswagen New Beetle GLS

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

2004 Volkswagen New Beetle GLS

Houston, TX

UnscoredInsufficient · 0
$2,999Mileage not verified

Houston, TX

2000 Jaguar XK Series XK8 Convertible

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

2000 Jaguar XK Series XK8 Convertible

Kirby, TX

UnscoredInsufficient · 0
$2,999102,323 mi

Kirby, TX

2007 Toyota Camry Solara SLE

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

2007 Toyota Camry Solara SLE

Wylie, TX

UnscoredInsufficient · 4
$3,550254,501 mi

Comparison: 4 similar vehicles

Wylie, TX

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

Terrell, TX

UnscoredInsufficient · 0
$3,577183,864 mi

Terrell, TX

2007 Mercedes-Benz CLK-Class CLK350

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

2007 Mercedes-Benz CLK-Class CLK350

Irving, TX

UnscoredInsufficient · 3
$3,900106,000 mi

Comparison: 3 similar vehicles

Irving, TX

2005 Chrysler PT Cruiser Touring Edition

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

2005 Chrysler PT Cruiser Touring Edition

Houston, TX

UnscoredInsufficient · 0
$3,900116,444 mi

Houston, TX

2007 Mitsubishi Eclipse Spyder GS

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

2007 Mitsubishi Eclipse Spyder GS

Dallas, TX

UnscoredInsufficient · 0
$3,950132,476 mi

Dallas, TX

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Rosenberg, TX

UnscoredInsufficient · 3
$3,995179,517 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2007 Pontiac Solstice Base

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

2007 Pontiac Solstice Base

Houston, TX

UnscoredInsufficient · 0
$3,99599,685 mi

Houston, TX

2001 Toyota Camry Solara SE

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

2001 Toyota Camry Solara SE

Houston, TX

UnscoredInsufficient · 0
$3,998129,206 mi

Houston, TX

2001 Audi TT Base

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

2001 Audi TT Base

Terrell, TX

UnscoredInsufficient · 3
$4,000200,000 mi

Comparison: 3 similar vehicles

Terrell, TX

2009 Volkswagen Eos Komfort

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

2009 Volkswagen Eos Komfort

McKinney, TX

UnscoredInsufficient · 0
$4,400125,410 mi

McKinney, TX

2013 FIAT 500 Lounge

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

2013 FIAT 500 Lounge

Pflugerville, TX

UnscoredInsufficient · 3
$4,450120,505 mi

Comparison: 3 similar vehicles

Pflugerville, TX

2003 Lexus SC 430

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

2003 Lexus SC 430

Dallas, TX

UnscoredInsufficient · 0
$4,450276,559 mi

Dallas, TX

2008 Mercedes-Benz CLK-Class CLK350

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

2008 Mercedes-Benz CLK-Class CLK350

Port Lavaca, TX

UnscoredLimited · 5
$4,500176,706 mi

Comparison: 5 similar vehicles

Port Lavaca, TX

2008 Mercedes-Benz CLK-Class CLK350

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

2008 Mercedes-Benz CLK-Class CLK350

Sugar Land, TX

UnscoredInsufficient · 3
$4,800125,685 mi

Comparison: 3 similar vehicles

Sugar Land, TX

2005 Saab 9-3 Linear

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

2005 Saab 9-3 Linear

Mission, TX

Salvage title
$4,800Mileage not verified

Mission, TX

2008 Mitsubishi Eclipse Spyder GT

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

2008 Mitsubishi Eclipse Spyder GT

San Antonio, TX

UnscoredInsufficient · 0
$4,88062,125 mi

San Antonio, TX

2009 MINI Cooper S

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

2009 MINI Cooper S

San Antonio, TX

Salvage title
$4,900117,348 mi

San Antonio, TX

1998 Ford Mustang Base

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

1998 Ford Mustang Base

Austin, TX

UnscoredInsufficient · 0
$4,950207,723 mi

Austin, TX

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Houston, TX

UnscoredInsufficient · 3
$4,995112,449 mi

Comparison: 3 similar vehicles

Houston, TX

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Conroe, TX

UnscoredInsufficient · 3
$4,995105,043 mi

Comparison: 3 similar vehicles

Conroe, TX

2004 BMW Z4 3

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

2004 BMW Z4 3

Kirby, TX

UnscoredInsufficient · 0
$4,999130,816 mi

Kirby, TX

1999 Mazda MX-5 Base

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

1999 Mazda MX-5 Base

Houston, TX

UnscoredInsufficient · 0
$4,999117,000 mi

Houston, TX

2012 FIAT 500 Lounge

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

2012 FIAT 500 Lounge

Mission, TX

Salvage title
$5,000113,321 mi

Mission, TX

2007 Volkswagen Eos 2.0T

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

2007 Volkswagen Eos 2.0T

Dickinson, TX

UnscoredInsufficient · 0
$5,00070,200 mi

Dickinson, TX

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

Arlington, TX

UnscoredLimited · 7
$5,00097,191 mi

Comparison: 7 similar vehicles

Arlington, TX

2015 Volkswagen Beetle 1.8

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

2015 Volkswagen Beetle 1.8

Garland, TX

UnscoredLimited · 5
$5,145182,382 mi

Comparison: 5 similar vehicles

Garland, TX

2005 Audi A4 Base

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

2005 Audi A4 Base

El Paso, TX

UnscoredInsufficient · 0
$5,195110,148 mi

El Paso, TX

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

Houston, TX

UnscoredLimited · 6
$5,495109,835 mi

Comparison: 6 similar vehicles

Houston, TX

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Arlington, TX

UnscoredInsufficient · 0
$5,499120,570 mi

Arlington, TX

2008 BMW 1 Series 128i

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

2008 BMW 1 Series 128i

Houston, TX

UnscoredInsufficient · 0
$5,500117,069 mi

Houston, TX

2007 Mercedes-Benz SLK-Class SLK350

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

2007 Mercedes-Benz SLK-Class SLK350

Mansfield, TX

UnscoredInsufficient · 0
$5,500155,785 mi

Mansfield, TX

2012 Chevrolet Camaro 1LT

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

2012 Chevrolet Camaro 1LT

Houston, TX

UnscoredInsufficient · 4
$5,650158,767 mi

Comparison: 4 similar vehicles

Houston, TX

2004 Audi A4 Base

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

2004 Audi A4 Base

Dallas, TX

UnscoredInsufficient · 0
$5,846103,228 mi

Dallas, TX

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Pasadena, TX

UnscoredLimited · 5
$5,90093,811 mi

Comparison: 5 similar vehicles

Pasadena, TX

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Houston, TX

UnscoredInsufficient · 0
$5,900118,952 mi

Houston, TX

2008 Volkswagen Eos Turbo

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

2008 Volkswagen Eos Turbo

Houston, TX

UnscoredInsufficient · 0
$5,900123,752 mi

Houston, TX

2005 Mercedes-Benz CLK-Class CLK320

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

2005 Mercedes-Benz CLK-Class CLK320

Houston, TX

UnscoredInsufficient · 0
$5,90055,320 mi

Houston, TX

2017 FIAT 124 Spider Lusso

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

2017 FIAT 124 Spider Lusso

Grand Prairie, TX

UnscoredInsufficient · 0
$5,95072,654 mi

Grand Prairie, TX

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

San Antonio, TX

UnscoredInsufficient · 3
$5,950103,900 mi

Comparison: 3 similar vehicles

San Antonio, TX

2010 MINI Cooper Base

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

2010 MINI Cooper Base

San Antonio, TX

UnscoredInsufficient · 3
$5,999118,215 mi

Comparison: 3 similar vehicles

San Antonio, TX

1998 Pontiac Firebird Base

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

1998 Pontiac Firebird Base

Buda, TX

UnscoredInsufficient · 0
$5,999140,164 mi

Buda, TX

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Houston, TX

UnscoredInsufficient · 3
$6,000121,721 mi

Comparison: 3 similar vehicles

Houston, TX

2004 Ford Mustang Premium

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

2004 Ford Mustang Premium

Dallas, TX

UnscoredInsufficient · 0
$6,000188,250 mi

Dallas, TX

2010 Ford Mustang V6 Premium

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

2010 Ford Mustang V6 Premium

Dallas, TX

UnscoredInsufficient · 0
$6,250158,957 mi

Dallas, TX

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Dallas, TX

UnscoredInsufficient · 3
$6,300100,450 mi

Comparison: 3 similar vehicles

Dallas, TX

1997 BMW Z3 ROADSTER

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

1997 BMW Z3 ROADSTER

Houston, TX

UnscoredInsufficient · 0
$6,300132,859 mi

Houston, TX

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 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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