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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 20, 2026

6M+

Unique vehicles analyzed

as of October 20, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

7,928 listings found

2007 Jeep Commander Sport

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

2007 Jeep Commander Sport

Ocean Springs, MS

UnscoredInsufficient · 0
$1,850227,576 mi

Ocean Springs, MS

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Foley, AL

UnscoredInsufficient · 4
$2,308153,531 mi

Comparison: 4 similar vehicles

Foley, AL

2005 Saturn VUE Base

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

2005 Saturn VUE Base

Foley, AL

UnscoredInsufficient · 0
$2,553196,252 mi

Foley, AL

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Bay Minette, AL

UnscoredInsufficient · 0
$2,735352,100 mi

Bay Minette, AL

2011 Volvo XC60 T6

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

2011 Volvo XC60 T6

Foley, AL

UnscoredInsufficient · 0
$2,983190,933 mi

Foley, AL

No Photo

2005 Ford Escape XLT

Prichard, AL

UnscoredInsufficient · 0
$2,995120,797 mi

Prichard, AL

2005 Volvo XC90 T6

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

2005 Volvo XC90 T6

Foley, AL

UnscoredInsufficient · 0
$2,999159,852 mi

Foley, AL

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Mobile, AL

UnscoredModerate · 20
$3,000158,126 mi

Comparison: 20 similar vehicles

Mobile, AL

2009 BMW X5 xDrive30i

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

2009 BMW X5 xDrive30i

Mobile, AL

UnscoredInsufficient · 0
$3,000152,000 mi

Mobile, AL

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Foley, AL

UnscoredInsufficient · 3
$3,298220,055 mi

Comparison: 3 similar vehicles

Foley, AL

2017 Jeep Cherokee Latitude

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

2017 Jeep Cherokee Latitude

Mobile, AL

UnscoredModerate · 32
$3,500141,101 mi

Comparison: 32 similar vehicles

Mobile, AL

No Photo

2010 Acura MDX Base

Mobile, AL

UnscoredInsufficient · 0
$3,500175,944 mi

Mobile, AL

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Lucedale, MS

UnscoredInsufficient · 4
$3,542118,278 mi

Comparison: 4 similar vehicles

Lucedale, MS

2011 Chevrolet Equinox LTZ

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

2011 Chevrolet Equinox LTZ

Foley, AL

UnscoredInsufficient · 3
$3,798218,874 mi

Comparison: 3 similar vehicles

Foley, AL

2006 Toyota Highlander Limited

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

2006 Toyota Highlander Limited

Bay Minette, AL

UnscoredInsufficient · 0
$3,900199,521 mi

Bay Minette, AL

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Semmes, AL

UnscoredLimited · 6
$3,995126,989 mi

Comparison: 6 similar vehicles

Semmes, AL

2012 Chevrolet Suburban LT

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

2012 Chevrolet Suburban LT

Pensacola, FL

UnscoredLimited · 7
$3,995195,573 mi

Comparison: 7 similar vehicles

Pensacola, FL

2008 Lexus RX 350

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

2008 Lexus RX 350

Ocean Springs, MS

UnscoredLimited · 5
$3,995246,354 mi

Comparison: 5 similar vehicles

Ocean Springs, MS

2006 Chevrolet Suburban LS

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

2006 Chevrolet Suburban LS

Ocean Springs, MS

UnscoredInsufficient · 0
$3,995200,000 mi

Ocean Springs, MS

2011 Chevrolet Tahoe LT

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

2011 Chevrolet Tahoe LT

Mobile, AL

UnscoredInsufficient · 4
$3,999365,430 mi

Comparison: 4 similar vehicles

Mobile, AL

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Mobile, AL

UnscoredInsufficient · 0
$3,999145,697 mi

Mobile, AL

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Foley, AL

UnscoredInsufficient · 3
$3,999198,562 mi

Comparison: 3 similar vehicles

Foley, AL

2018 Ford Explorer Base

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

2018 Ford Explorer Base

Mobile, AL

UnscoredInsufficient · 0
$4,000208,087 mi

Mobile, AL

2010 Porsche Cayenne Base

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

2010 Porsche Cayenne Base

Mobile, AL

UnscoredInsufficient · 0
$4,000170,815 mi

Mobile, AL

2008 Toyota Sequoia SR5

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

2008 Toyota Sequoia SR5

Mobile, AL

UnscoredInsufficient · 0
$4,000244,102 mi

Mobile, AL

2010 Ford Expedition Eddie Bauer

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

2010 Ford Expedition Eddie Bauer

Bay Minette, AL

UnscoredInsufficient · 0
$4,073244,744 mi

Bay Minette, AL

2019 Ford Escape S

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

2019 Ford Escape S

Mobile, AL

UnscoredInsufficient · 3
$4,500108,817 mi

Comparison: 3 similar vehicles

Mobile, AL

2018 Ford Escape SE

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

2018 Ford Escape SE

Mobile, AL

UnscoredLimited · 11
$4,500127,594 mi

Comparison: 11 similar vehicles

Mobile, AL

2015 Toyota RAV4 LE

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

2015 Toyota RAV4 LE

Mobile, AL

UnscoredLimited · 6
$4,500206,469 mi

Comparison: 6 similar vehicles

Mobile, 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

Mobile, AL

UnscoredLimited · 11
$4,500Mileage not verified

Comparison: 11 similar vehicles

Mobile, AL

2011 Ford Explorer Limited

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

2011 Ford Explorer Limited

Foley, AL

UnscoredInsufficient · 0
$4,548281,514 mi

Foley, AL

2013 Mercedes-Benz M-Class ML350

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

2013 Mercedes-Benz M-Class ML350

Mobile, AL

UnscoredLimited · 13
$4,800129,157 mi

Comparison: 13 similar vehicles

Mobile, AL

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Daphne, AL

UnscoredModerate · 43
$4,873200,343 mi

Comparison: 43 similar vehicles

Daphne, AL

2007 Jeep Liberty Limited

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

2007 Jeep Liberty Limited

Pensacola, FL

UnscoredInsufficient · 0
$4,900169,795 mi

Pensacola, FL

2004 Dodge Durango Limited

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

2004 Dodge Durango Limited

Pensacola, FL

UnscoredInsufficient · 0
$4,900205,693 mi

Pensacola, FL

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Loxley, AL

UnscoredLimited · 7
$4,950194,263 mi

Comparison: 7 similar vehicles

Loxley, AL

2006 Nissan Armada SE

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

2006 Nissan Armada SE

Daphne, AL

UnscoredInsufficient · 0
$4,953268,996 mi

Daphne, AL

2009 Dodge Nitro SE

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

2009 Dodge Nitro SE

Foley, AL

UnscoredInsufficient · 0
$4,973105,025 mi

Foley, AL

2014 Nissan Rogue SV

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

2014 Nissan Rogue SV

Theodore, AL

UnscoredLimited · 6
$4,995199,317 mi

Comparison: 6 similar vehicles

Theodore, AL

2014 Kia Sorento Limited

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

2014 Kia Sorento Limited

Ocean Springs, MS

UnscoredInsufficient · 0
$4,995181,730 mi

Ocean Springs, MS

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Loxley, AL

UnscoredLimited · 10
$4,995183,253 mi

Comparison: 10 similar vehicles

Loxley, AL

2007 Chevrolet Tahoe LS

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

2007 Chevrolet Tahoe LS

Mobile, AL

UnscoredLimited · 10
$4,995245,474 mi

Comparison: 10 similar vehicles

Mobile, AL

2001 Toyota Highlander Base

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

2001 Toyota Highlander Base

Robertsdale, AL

UnscoredInsufficient · 0
$4,995172,369 mi

Robertsdale, AL

2013 Ford Edge SE

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

2013 Ford Edge SE

Mobile, AL

UnscoredInsufficient · 3
$4,999207,024 mi

Comparison: 3 similar vehicles

Mobile, AL

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Prichard, AL

UnscoredInsufficient · 4
$4,999153,829 mi

Comparison: 4 similar vehicles

Prichard, AL

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Chickasaw, AL

UnscoredInsufficient · 4
$4,999202,217 mi

Comparison: 4 similar vehicles

Chickasaw, AL

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Mobile, AL

UnscoredInsufficient · 3
$5,000105,404 mi

Comparison: 3 similar vehicles

Mobile, AL

2018 FIAT 500X Lounge

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

2018 FIAT 500X Lounge

Mobile, AL

UnscoredInsufficient · 0
$5,000107,396 mi

Mobile, AL

2014 Hyundai Santa Fe GLS

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

2014 Hyundai Santa Fe GLS

Daphne, AL

UnscoredInsufficient · 0
$5,063146,617 mi

Daphne, AL

2009 Ford Flex SEL

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

2009 Ford Flex SEL

Daphne, AL

UnscoredInsufficient · 0
$5,093220,668 mi

Daphne, 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 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 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, and exports.
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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