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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 8, 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

87 listings found

2006 Mercury Milan Premier

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

2006 Mercury Milan Premier

La Porte, TX

UnscoredInsufficient · 0
$2,495163,559 mi

La Porte, TX

2012 Jeep Grand Cherokee Laredo X

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

2012 Jeep Grand Cherokee Laredo X

La Porte, TX

UnscoredInsufficient · 0
$2,995225,914 mi

La Porte, TX

2005 Ford Expedition XLT

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

2005 Ford Expedition XLT

La Porte, TX

UnscoredInsufficient · 0
$2,995137,499 mi

La Porte, 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

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

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

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

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

2005 Lexus RX 330

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

2005 Lexus RX 330

La Porte, TX

Unscored
$3,995194,097 mi

Comparison: 8 similar vehicles

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
$3,995249,055 mi

Comparison: 5 similar vehicles

La Porte, 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

1994 Ford Crown Victoria

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

1994 Ford Crown Victoria

La Porte, TX

UnscoredInsufficient · 0
$4,80040,125 mi

La Porte, TX

2016 Jeep Cherokee Limited

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

2016 Jeep Cherokee Limited

La Porte, TX

Unscored
$4,995217,771 mi

Comparison: 8 similar vehicles

La Porte, TX

2014 Nissan Altima SV

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

2014 Nissan Altima SV

La Porte, TX

Unscored
$4,995238,595 mi

Comparison: 11 similar vehicles

La Porte, TX

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

La Porte, TX

Unscored
$4,995148,374 mi

Comparison: 7 similar vehicles

La Porte, TX

2013 Dodge Journey SE

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

2013 Dodge Journey SE

La Porte, TX

UnscoredInsufficient · 3
$4,995193,348 mi

Comparison: 3 similar vehicles

La Porte, TX

2011 Jeep Compass Base

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

2011 Jeep Compass Base

La Porte, TX

UnscoredInsufficient · 3
$4,995142,952 mi

Comparison: 3 similar vehicles

La Porte, TX

2012 GMC Acadia SLE

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

2012 GMC Acadia SLE

La Porte, TX

Unscored
$5,220190,991 mi

Comparison: 9 similar vehicles

La Porte, TX

2012 Nissan Altima S

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

2012 Nissan Altima S

La Porte, TX

Unscored
$5,220144,525 mi

Comparison: 16 similar vehicles

La Porte, TX

2015 Ford Taurus SEL

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

2015 Ford Taurus SEL

La Porte, TX

Unscored
$5,495191,747 mi

Comparison: 5 similar vehicles

La Porte, TX

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

La Porte, TX

Unscored
$5,800135,510 mi

Comparison: 9 similar vehicles

La Porte, TX

2017 Ford Escape SE

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

2017 Ford Escape SE

La Porte, TX

Unscored
$5,995164,690 mi

Comparison: 89 similar vehicles

La Porte, TX

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

La Porte, TX

Salvage title
$5,995186,103 mi

La Porte, TX

2016 Chevrolet Cruze L

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

2016 Chevrolet Cruze L

La Porte, TX

UnscoredInsufficient · 0
$5,995163,245 mi

La Porte, TX

2016 Kia Forte LX

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

2016 Kia Forte LX

La Porte, TX

Unscored
$5,995141,786 mi

Comparison: 21 similar vehicles

La Porte, TX

2016 Jeep Renegade Latitude

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

2016 Jeep Renegade Latitude

La Porte, TX

UnscoredInsufficient · 4
$5,995161,167 mi

Comparison: 4 similar vehicles

La Porte, TX

2015 Chrysler 200 C

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

2015 Chrysler 200 C

La Porte, TX

UnscoredInsufficient · 4
$5,995152,212 mi

Comparison: 4 similar vehicles

La Porte, TX

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

La Porte, TX

Unscored
$5,995137,690 mi

Comparison: 10 similar vehicles

La Porte, TX

2015 Jeep Renegade Latitude

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

2015 Jeep Renegade Latitude

La Porte, TX

Unscored
$5,995128,304 mi

Comparison: 12 similar vehicles

La Porte, TX

2014 Ford Taurus SEL

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

2014 Ford Taurus SEL

La Porte, TX

Unscored
$5,995120,244 mi

Comparison: 5 similar vehicles

La Porte, TX

2014 Dodge Grand Caravan SXT

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

2014 Dodge Grand Caravan SXT

La Porte, TX

UnscoredInsufficient · 4
$5,995144,325 mi

Comparison: 4 similar vehicles

La Porte, TX

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

La Porte, TX

Unscored
$5,995143,093 mi

Comparison: 6 similar vehicles

La Porte, TX

2014 Kia Optima LX

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

2014 Kia Optima LX

La Porte, TX

Unscored
$5,995127,546 mi

Comparison: 12 similar vehicles

La Porte, TX

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

La Porte, TX

Salvage title
$5,995130,075 mi

La Porte, TX

2013 Chevrolet Traverse 1LT

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

2013 Chevrolet Traverse 1LT

La Porte, TX

Unscored
$5,995120,197 mi

Comparison: 13 similar vehicles

La Porte, TX

2009 GMC Yukon SLT2

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

2009 GMC Yukon SLT2

La Porte, TX

UnscoredInsufficient · 0
$5,995240,335 mi

La Porte, TX

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

La Porte, TX

Unscored
$6,220160,240 mi

Comparison: 9 similar vehicles

La Porte, TX

2014 Buick LaCrosse Leather

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

2014 Buick LaCrosse Leather

La Porte, TX

Unscored
$6,220159,428 mi

Comparison: 5 similar vehicles

La Porte, TX

2011 Volvo XC60 3.2

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

2011 Volvo XC60 3.2

La Porte, TX

UnscoredInsufficient · 0
$6,220120,242 mi

La Porte, TX

2008 Chevrolet Avalanche LS

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

2008 Chevrolet Avalanche LS

La Porte, TX

UnscoredInsufficient · 3
$6,220260,660 mi

Comparison: 3 similar vehicles

La Porte, TX

2001 Chevrolet Blazer LT

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

2001 Chevrolet Blazer LT

La Porte, TX

UnscoredInsufficient · 0
$6,22099,852 mi

La Porte, TX

1988 Ford F-150

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

1988 Ford F-150

La Porte, TX

UnscoredInsufficient · 0
$6,500129,340 mi

La Porte, TX

2017 Buick Verano 1SH

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

2017 Buick Verano 1SH

La Porte, TX

UnscoredInsufficient · 0
$6,995147,397 mi

La Porte, TX

2017 Kia Soul Base

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

2017 Kia Soul Base

La Porte, TX

Fair PriceLimited · 12
$6,995119,366 mi

Market: $5,800 – $11,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 96 days listed (based on current market benchmarks)

La Porte, TX

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

La Porte, TX

Unscored
$6,995177,751 mi

Comparison: 10 similar vehicles

La Porte, TX

2016 Buick LaCrosse Leather

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

2016 Buick LaCrosse Leather

La Porte, TX

Unscored
$6,995144,046 mi

Comparison: 5 similar vehicles

La Porte, TX

2015 Cadillac XTS Professional

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

2015 Cadillac XTS Professional

La Porte, TX

UnscoredInsufficient · 0
$6,995284,467 mi

La Porte, TX

2015 Nissan Sentra S

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

2015 Nissan Sentra S

La Porte, TX

UnscoredInsufficient · 4
$6,99588,768 mi

Comparison: 4 similar vehicles

La Porte, TX

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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