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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 9, 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

19,907 listings found

2006 Chevrolet TrailBlazer LT

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

2006 Chevrolet TrailBlazer LT

Petersburg, TN

UnscoredInsufficient · 0
$1,699200,000 mi

Petersburg, TN

2010 Nissan Altima S

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

2010 Nissan Altima S

Huntsville, AL

Unscored
$1,900227,750 mi

Comparison: 30 similar vehicles

Huntsville, AL

2002 Jeep Liberty Sport

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

2002 Jeep Liberty Sport

Meridianville, AL

UnscoredInsufficient · 0
$2,000217,249 mi

Meridianville, AL

2002 Cadillac Seville STS

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

2002 Cadillac Seville STS

Florence, AL

UnscoredInsufficient · 0
$2,499171,234 mi

Florence, AL

2007 Ford Taurus SEL

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

2007 Ford Taurus SEL

Lewisburg, TN

UnscoredInsufficient · 0
$2,500254,244 mi

Lewisburg, TN

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Lawrenceburg, TN

UnscoredInsufficient · 0
$2,500Mileage not verified

Lawrenceburg, TN

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Meridianville, AL

Unscored
$2,500280,810 mi

Comparison: 5 similar vehicles

Meridianville, AL

2006 Cadillac Escalade Base

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

2006 Cadillac Escalade Base

Petersburg, TN

Salvage title
$2,699202,512 mi

Petersburg, TN

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Tullahoma, TN

UnscoredInsufficient · 0
$2,699248,329 mi

Tullahoma, TN

2008 Cadillac Escalade ESV Base

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

2008 Cadillac Escalade ESV Base

Meridianville, AL

Unscored
$2,800307,806 mi

Comparison: 16 similar vehicles

Meridianville, AL

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Lawrenceburg, TN

Unscored
$2,900306,744 mi

Comparison: 31 similar vehicles

Lawrenceburg, TN

2016 Ford Fusion S

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

2016 Ford Fusion S

Athens, AL

Unscored
$2,900301,377 mi

Comparison: 19 similar vehicles

Athens, AL

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Huntsville, AL

Unscored
$2,900140,008 mi

Comparison: 20 similar vehicles

Huntsville, AL

2013 Chevrolet Malibu 2LT

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

2013 Chevrolet Malibu 2LT

Ardmore, AL

Unscored
$2,900202,886 mi

Comparison: 14 similar vehicles

Ardmore, AL

2010 Honda Civic LX

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

2010 Honda Civic LX

Huntsville, AL

Unscored
$2,900410,434 mi

Comparison: 22 similar vehicles

Huntsville, AL

2006 Subaru Forester X

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

2006 Subaru Forester X

Athens, AL

UnscoredInsufficient · 0
$2,950216,454 mi

Athens, AL

2014 Ford Focus SE

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

2014 Ford Focus SE

Shelbyville, TN

Unscored
$2,994241,500 mi

Comparison: 5 similar vehicles

Shelbyville, TN

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Madison, AL

Salvage title
$2,995260,451 mi

Madison, AL

2008 Jeep Grand Cherokee Limited

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

2008 Jeep Grand Cherokee Limited

Madison, AL

UnscoredInsufficient · 0
$2,995247,434 mi

Madison, AL

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Meridianville, AL

Unscored
$2,995165,722 mi

Comparison: 5 similar vehicles

Meridianville, AL

2006 Ford Taurus SEL

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

2006 Ford Taurus SEL

Meridianville, AL

UnscoredInsufficient · 0
$2,995181,787 mi

Meridianville, AL

2003 Volvo S60 2.4T

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

2003 Volvo S60 2.4T

Lawrenceburg, TN

UnscoredInsufficient · 0
$2,995153,201 mi

Lawrenceburg, TN

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Huntsville, AL

Unscored
$2,999193,886 mi

Comparison: 24 similar vehicles

Huntsville, AL

2007 Ford Explorer XLT

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

2007 Ford Explorer XLT

Huntsville, AL

UnscoredInsufficient · 0
$3,200212,777 mi

Huntsville, AL

2011 Kia Soul Base

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

2011 Kia Soul Base

Meridianville, AL

Unscored
$3,295210,217 mi

Comparison: 14 similar vehicles

Meridianville, AL

2007 Hyundai Azera SE

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

2007 Hyundai Azera SE

Florence, AL

UnscoredInsufficient · 0
$3,300178,300 mi

Florence, AL

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Tullahoma, TN

Unscored
$3,399171,189 mi

Comparison: 28 similar vehicles

Tullahoma, TN

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Huntsville, AL

UnscoredInsufficient · 4
$3,500204,769 mi

Comparison: 4 similar vehicles

Huntsville, AL

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Huntsville, AL

Unscored
$3,500196,404 mi

Comparison: 15 similar vehicles

Huntsville, AL

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Huntsville, AL

Unscored
$3,500213,194 mi

Comparison: 14 similar vehicles

Huntsville, AL

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Huntsville, AL

UnscoredInsufficient · 4
$3,500187,919 mi

Comparison: 4 similar vehicles

Huntsville, AL

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

Columbia, TN

UnscoredInsufficient · 0
$3,500205,128 mi

Columbia, TN

2007 Nissan Maxima SL

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

2007 Nissan Maxima SL

Huntsville, AL

Unscored
$3,500198,927 mi

Comparison: 7 similar vehicles

Huntsville, AL

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Ardmore, AL

Unscored
$3,500245,106 mi

Comparison: 6 similar vehicles

Ardmore, AL

2001 Toyota Echo Base

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

2001 Toyota Echo Base

Meridianville, AL

UnscoredInsufficient · 0
$3,500153,698 mi

Meridianville, AL

2004 Honda CR-V LX

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

2004 Honda CR-V LX

Muscle Shoals, AL

Salvage title
$3,600256,142 mi

Muscle Shoals, AL

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Ardmore, AL

UnscoredInsufficient · 0
$3,600202,814 mi

Ardmore, AL

2001 Ford Ranger EDGE

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

2001 Ford Ranger EDGE

Tullahoma, TN

UnscoredInsufficient · 0
$3,619144,163 mi

Tullahoma, TN

2011 Mazda MAZDA3 i Sport

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

2011 Mazda MAZDA3 i Sport

Ardmore, AL

Unscored
$3,700180,000 mi

Comparison: 6 similar vehicles

Ardmore, AL

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Meridianville, AL

Unscored
$3,750217,569 mi

Comparison: 14 similar vehicles

Meridianville, AL

2008 Hyundai Sonata GLS

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

2008 Hyundai Sonata GLS

Muscle Shoals, AL

UnscoredInsufficient · 0
$3,787233,700 mi

Muscle Shoals, AL

2008 Suzuki SX4 Sport Convenience

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

2008 Suzuki SX4 Sport Convenience

Florence, AL

UnscoredInsufficient · 0
$3,800180,300 mi

Florence, AL

2006 Mercedes-Benz E-Class E350

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

2006 Mercedes-Benz E-Class E350

Lester, AL

UnscoredInsufficient · 3
$3,800142,862 mi

Comparison: 3 similar vehicles

Lester, AL

2005 Lexus ES 330

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

2005 Lexus ES 330

Florence, AL

Unscored
$3,800Mileage not verified

Comparison: 7 similar vehicles

Florence, AL

2012 Ford Edge Limited

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

2012 Ford Edge Limited

Huntsville, AL

Unscored
$3,900210,860 mi

Comparison: 11 similar vehicles

Huntsville, AL

1997 Chevrolet C1500

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

1997 Chevrolet C1500

Meridianville, AL

UnscoredInsufficient · 0
$3,900342,000 mi

Meridianville, AL

2014 Subaru Outback Base

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

2014 Subaru Outback Base

Killen, AL

UnscoredInsufficient · 0
$3,950254,481 mi

Killen, AL

2017 Jeep Cherokee Sport Altitude

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

2017 Jeep Cherokee Sport Altitude

Lawrenceburg, TN

Unscored
$3,990179,935 mi

Comparison: 5 similar vehicles

Lawrenceburg, TN

No Photo

2015 Nissan Altima S

Columbia, TN

Salvage title
$3,995164,364 mi

Columbia, TN

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Meridianville, AL

Unscored
$3,995188,885 mi

Comparison: 48 similar vehicles

Meridianville, AL

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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