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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 10, 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

12,365 listings found

1999 Lincoln Town Car SIGNATURE

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

1999 Lincoln Town Car SIGNATURE

La Marque, TX

UnscoredInsufficient · 0
$2,495159,364 mi

La Marque, TX

2010 Volvo XC60 T6

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

2010 Volvo XC60 T6

Highlands, TX

UnscoredInsufficient · 0
$2,499167,697 mi

Highlands, TX

1997 Ford F-150

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

1997 Ford F-150

Houston, TX

UnscoredInsufficient · 0
$2,500225,000 mi

Houston, TX

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Highlands, TX

UnscoredInsufficient · 0
$2,699192,911 mi

Highlands, TX

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Highlands, TX

Unscored
$2,899134,928 mi

Comparison: 9 similar vehicles

Highlands, TX

2014 Ford Focus SE

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

2014 Ford Focus SE

Baytown, TX

Unscored
$2,995225,000 mi

Comparison: 30 similar vehicles

Baytown, TX

2003 Chevrolet Malibu Base

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

2003 Chevrolet Malibu Base

Beaumont, TX

UnscoredInsufficient · 0
$2,995112,886 mi

Beaumont, TX

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Highlands, TX

Unscored
$2,999201,754 mi

Comparison: 33 similar vehicles

Highlands, TX

2007 Jeep Commander Sport

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

2007 Jeep Commander Sport

Highlands, TX

UnscoredInsufficient · 3
$2,999236,719 mi

Comparison: 3 similar vehicles

Highlands, TX

2012 Kia Forte EX

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

2012 Kia Forte EX

Highlands, TX

UnscoredInsufficient · 3
$3,199157,100 mi

Comparison: 3 similar vehicles

Highlands, TX

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

La Porte, TX

UnscoredInsufficient · 3
$3,220153,816 mi

Comparison: 3 similar vehicles

La Porte, TX

2011 Mitsubishi Lancer ES

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

2011 Mitsubishi Lancer ES

La Marque, TX

UnscoredInsufficient · 4
$3,295179,843 mi

Comparison: 4 similar vehicles

La Marque, TX

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

Highlands, TX

Unscored
$3,399211,842 mi

Comparison: 6 similar vehicles

Highlands, TX

2006 Chevrolet Malibu LS

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

2006 Chevrolet Malibu LS

Port Arthur, TX

UnscoredInsufficient · 0
$3,399246,199 mi

Port Arthur, TX

2017 Ford Focus SE

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

2017 Ford Focus SE

La Marque, TX

Unscored
$3,495218,363 mi

Comparison: 10 similar vehicles

La Marque, TX

2004 Cadillac SRX Base

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

2004 Cadillac SRX Base

La Marque, TX

UnscoredInsufficient · 0
$3,495146,387 mi

La Marque, TX

2009 Saturn Aura XE

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

2009 Saturn Aura XE

Beaumont, TX

UnscoredInsufficient · 0
$3,500Mileage not verified

Beaumont, TX

2010 Toyota Camry SE

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

2010 Toyota Camry SE

Beaumont, TX

Unscored
$3,700341,110 mi

Comparison: 5 similar vehicles

Beaumont, TX

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Port Arthur, TX

Unscored
$3,799202,499 mi

Comparison: 13 similar vehicles

Port Arthur, TX

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Port Arthur, TX

Unscored
$3,799157,727 mi

Comparison: 8 similar vehicles

Port Arthur, TX

2007 Nissan Titan LE

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

2007 Nissan Titan LE

La Porte, TX

UnscoredInsufficient · 0
$3,800248,962 mi

La Porte, TX

2010 Hyundai Tucson GLS

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

2010 Hyundai Tucson GLS

La Marque, TX

UnscoredInsufficient · 0
$3,895254,887 mi

La Marque, TX

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Baytown, TX

UnscoredInsufficient · 0
$3,995185,000 mi

Baytown, TX

2012 Honda Odyssey EX-L

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

2012 Honda Odyssey EX-L

La Marque, TX

Unscored
$3,995234,549 mi

Comparison: 12 similar vehicles

La Marque, TX

2011 Dodge Grand Caravan Express

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

2011 Dodge Grand Caravan Express

La Porte, TX

UnscoredInsufficient · 0
$3,995290,084 mi

La Porte, TX

2010 Kia Forte EX

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

2010 Kia Forte EX

Baytown, TX

UnscoredInsufficient · 3
$3,995173,000 mi

Comparison: 3 similar vehicles

Baytown, TX

2008 Lincoln MKZ Base

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

2008 Lincoln MKZ Base

La Marque, TX

UnscoredInsufficient · 0
$3,995125,071 mi

La Marque, TX

2008 Honda CR-V LX

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

2008 Honda CR-V LX

La Marque, TX

UnscoredInsufficient · 4
$3,995236,504 mi

Comparison: 4 similar vehicles

La Marque, TX

2007 Lincoln MKX Base

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

2007 Lincoln MKX Base

La Porte, TX

Unscored
$3,995220,574 mi

Comparison: 13 similar vehicles

La Porte, TX

2007 Lexus GS 350

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

2007 Lexus GS 350

La Marque, TX

Unscored
$3,995211,029 mi

Comparison: 6 similar vehicles

La Marque, TX

2006 Lincoln Navigator Luxury

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

2006 Lincoln Navigator Luxury

La Porte, TX

UnscoredInsufficient · 4
$3,995169,704 mi

Comparison: 4 similar vehicles

La Porte, TX

2006 Honda CR-V LX

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

2006 Honda CR-V LX

La Marque, TX

UnscoredInsufficient · 0
$3,995220,118 mi

La Marque, TX

2004 Toyota Sequoia SR5

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

2004 Toyota Sequoia SR5

Beaumont, TX

Unscored
$3,995405,234 mi

Comparison: 5 similar vehicles

Beaumont, TX

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

La Porte, TX

Unscored
$3,995249,055 mi

Comparison: 5 similar vehicles

La Porte, TX

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

La Marque, TX

Salvage title
$3,995192,082 mi

La Marque, TX

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

La Marque, TX

UnscoredInsufficient · 0
$3,995244,906 mi

La Marque, TX

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Beaumont, TX

Unscored
$3,999242,266 mi

Comparison: 7 similar vehicles

Beaumont, TX

1996 Toyota Avalon

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

1996 Toyota Avalon

Houston, TX

UnscoredInsufficient · 0
$3,999223,174 mi

Houston, TX

2006 Kia Spectra EX

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

2006 Kia Spectra EX

Baytown, TX

UnscoredInsufficient · 0
$4,15482,114 mi

Baytown, TX

2016 Buick Enclave Leather

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

2016 Buick Enclave Leather

Orange, TX

Unscored
$4,200181,004 mi

Comparison: 18 similar vehicles

Orange, TX

2006 Ford Five Hundred SE

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

2006 Ford Five Hundred SE

La Porte, TX

UnscoredInsufficient · 0
$4,220175,439 mi

La Porte, TX

2006 Mercedes-Benz E-Class E500 4Matic

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

2006 Mercedes-Benz E-Class E500 4Matic

La Porte, TX

UnscoredInsufficient · 0
$4,220142,961 mi

La Porte, TX

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

La Porte, TX

Unscored
$4,220284,768 mi

Comparison: 5 similar vehicles

La Porte, TX

2014 Hyundai Accent GS

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

2014 Hyundai Accent GS

Beaumont, TX

UnscoredInsufficient · 0
$4,319162,374 mi

Beaumont, TX

2004 GMC Envoy SLT

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

2004 GMC Envoy SLT

Port Arthur, TX

UnscoredInsufficient · 0
$4,399194,851 mi

Port Arthur, TX

2019 Kia Soul +

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

2019 Kia Soul +

La Marque, TX

Unscored
$4,495218,210 mi

Comparison: 16 similar vehicles

La Marque, TX

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Beaumont, TX

Unscored
$4,495170,228 mi

Comparison: 8 similar vehicles

Beaumont, TX

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Baytown, TX

Unscored
$4,495144,000 mi

Comparison: 7 similar vehicles

Baytown, TX

2007 Acura RDX Base

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

2007 Acura RDX Base

La Marque, TX

UnscoredInsufficient · 0
$4,495153,684 mi

La Marque, TX

2006 Land Rover LR3 SE

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

2006 Land Rover LR3 SE

La Marque, TX

UnscoredInsufficient · 0
$4,495184,192 mi

La Marque, TX

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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