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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 7, 2026

7.1M+

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

18,640 listings found

2008 Nissan Altima S

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

2008 Nissan Altima S

Ocean Springs, MS

Unscored
$1,800196,672 mi

Comparison: 5 similar vehicles

Ocean Springs, MS

2008 Nissan Maxima SL

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

2008 Nissan Maxima SL

Gulfport, MS

UnscoredInsufficient · 0
$2,500214,696 mi

Gulfport, MS

2010 GMC Terrain SLT-2

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

2010 GMC Terrain SLT-2

Gulfport, MS

UnscoredInsufficient · 0
$2,700161,025 mi

Gulfport, MS

2010 Nissan Maxima SV

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

2010 Nissan Maxima SV

D'Iberville, MS

UnscoredInsufficient · 0
$2,977168,231 mi

D'Iberville, MS

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

D'Iberville, MS

UnscoredInsufficient · 0
$2,977168,178 mi

D'Iberville, MS

2000 Toyota Camry CE

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

2000 Toyota Camry CE

D'Iberville, MS

UnscoredInsufficient · 0
$2,977262,210 mi

D'Iberville, MS

2011 Honda Odyssey Touring

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

2011 Honda Odyssey Touring

Mobile, AL

UnscoredInsufficient · 4
$2,995Mileage not verified

Comparison: 4 similar vehicles

Mobile, AL

No Photo

2005 Ford Escape XLT

Prichard, AL

UnscoredInsufficient · 0
$2,995120,797 mi

Prichard, 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

2018 Kia Soul Base

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

2018 Kia Soul Base

Mobile, AL

Unscored
$3,500168,469 mi

Comparison: 17 similar vehicles

Mobile, 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

Unscored
$3,500141,101 mi

Comparison: 19 similar vehicles

Mobile, AL

2011 Nissan Altima S

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

2011 Nissan Altima S

Mobile, AL

Unscored
$3,500190,123 mi

Comparison: 10 similar vehicles

Mobile, AL

2010 Acura MDX Base

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

2010 Acura MDX Base

Mobile, AL

UnscoredInsufficient · 0
$3,500175,944 mi

Mobile, AL

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Mobile, AL

UnscoredInsufficient · 0
$3,795192,650 mi

Mobile, AL

2018 Nissan Sentra S

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

2018 Nissan Sentra S

Gulfport, MS

Unscored
$3,995152,844 mi

Comparison: 5 similar vehicles

Gulfport, MS

2013 Ford Focus Titanium

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

2013 Ford Focus Titanium

Ocean Springs, MS

UnscoredInsufficient · 0
$3,995180,179 mi

Ocean Springs, MS

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

Unscored
$3,995126,989 mi

Comparison: 6 similar vehicles

Semmes, AL

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Ocean Springs, MS

UnscoredInsufficient · 3
$3,995166,411 mi

Comparison: 3 similar vehicles

Ocean Springs, MS

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

UnscoredInsufficient · 0
$3,995246,354 mi

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

2004 Dodge Dakota Sport

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

2004 Dodge Dakota Sport

Gulfport, MS

UnscoredInsufficient · 0
$3,995272,620 mi

Gulfport, MS

2014 Mazda MAZDA6 i Grand Touring

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

2014 Mazda MAZDA6 i Grand Touring

Mobile, AL

UnscoredInsufficient · 0
$3,999273,633 mi

Mobile, AL

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

Unscored
$3,999365,430 mi

Comparison: 6 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

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 · 4
$4,000208,087 mi

Comparison: 4 similar vehicles

Mobile, AL

2014 Audi A4 Premium

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

2014 Audi A4 Premium

Mobile, AL

UnscoredInsufficient · 4
$4,00095,290 mi

Comparison: 4 similar vehicles

Mobile, AL

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Mobile, AL

Unscored
$4,00099,218 mi

Comparison: 6 similar vehicles

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

2011 Buick Enclave CXL-2

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

2011 Buick Enclave CXL-2

Daphne, AL

Unscored
$4,092269,869 mi

Comparison: 7 similar vehicles

Daphne, AL

No Photo

2006 Lexus GS 300

Saucier, MS

UnscoredInsufficient · 0
$4,395187,228 mi

Saucier, MS

2014 Chevrolet Impala 1LT

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

2014 Chevrolet Impala 1LT

Daphne, AL

Unscored
$4,453130,020 mi

Comparison: 5 similar vehicles

Daphne, AL

2016 Nissan Sentra SV

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

2016 Nissan Sentra SV

D'Iberville, MS

Unscored
$4,477114,825 mi

Comparison: 8 similar vehicles

D'Iberville, MS

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

D'Iberville, MS

Unscored
$4,477267,233 mi

Comparison: 24 similar vehicles

D'Iberville, MS

2007 Acura MDX Sport and Entertainment Package

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

2007 Acura MDX Sport and Entertainment Package

D'Iberville, MS

UnscoredInsufficient · 0
$4,477145,067 mi

D'Iberville, MS

2014 Dodge Grand Caravan SE

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

2014 Dodge Grand Caravan SE

Hattiesburg, MS

UnscoredInsufficient · 0
$4,495336,904 mi

Hattiesburg, MS

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Biloxi, MS

Salvage title
$4,495165,324 mi

Biloxi, MS

2009 Nissan cube S

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

2009 Nissan cube S

Mobile, AL

UnscoredInsufficient · 0
$4,499161,285 mi

Mobile, AL

2020 Ford Fusion S

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

2020 Ford Fusion S

Mobile, AL

Unscored
$4,500124,802 mi

Comparison: 6 similar vehicles

Mobile, 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

2019 Volkswagen Jetta S

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

2019 Volkswagen Jetta S

Mobile, AL

UnscoredInsufficient · 3
$4,500132,310 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

Unscored
$4,500127,594 mi

Comparison: 12 similar vehicles

Mobile, AL

2017 Ford Focus SE

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

2017 Ford Focus SE

Ocean Springs, MS

Unscored
$4,500173,559 mi

Comparison: 25 similar vehicles

Ocean Springs, MS

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Mobile, AL

Unscored
$4,500139,886 mi

Comparison: 6 similar vehicles

Mobile, AL

2017 Chrysler Pacifica LX

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

2017 Chrysler Pacifica LX

Mobile, AL

UnscoredInsufficient · 0
$4,500180,409 mi

Mobile, AL

2016 Ford Transit Base

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

2016 Ford Transit Base

Mobile, AL

Unscored
$4,500236,948 mi

Comparison: 6 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

Unscored
$4,500206,469 mi

Comparison: 7 similar vehicles

Mobile, AL

2014 Toyota Avalon XLE

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

2014 Toyota Avalon XLE

Mobile, AL

Unscored
$4,500175,011 mi

Comparison: 5 similar vehicles

Mobile, AL

2007 Saturn Sky Roadster

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

2007 Saturn Sky Roadster

Prichard, AL

UnscoredInsufficient · 0
$4,500Mileage not verified

Prichard, AL

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Ocean Springs, MS

UnscoredInsufficient · 4
$4,500227,850 mi

Comparison: 4 similar vehicles

Ocean Springs, MS

2010 Nissan Altima

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

2010 Nissan Altima

Mobile, AL

UnscoredInsufficient · 0
$4,599157,788 mi

Mobile, 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 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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