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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 3, 2026

6.1M+

Unique vehicles analyzed

as of November 3, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

6,493 listings found

2011 Hyundai Accent GL

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

2011 Hyundai Accent GL

Hamilton, AL

UnscoredInsufficient · 0
$2,194187,274 mi

Hamilton, AL

2007 Buick Lucerne CXS

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

2007 Buick Lucerne CXS

Jasper, AL

UnscoredInsufficient · 0
$2,899Mileage not verified

Jasper, 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 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

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

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Tuscumbia, AL

Unscored
$3,995238,491 mi

Comparison: 9 similar vehicles

Tuscumbia, AL

2017 Ford Fusion Hybrid SE

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

2017 Ford Fusion Hybrid SE

Jasper, AL

Unscored
$4,199185,000 mi

Comparison: 11 similar vehicles

Jasper, AL

2012 Toyota Prius One

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

2012 Toyota Prius One

Jasper, AL

UnscoredInsufficient · 0
$4,199245,932 mi

Jasper, AL

2015 Nissan Altima S

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

2015 Nissan Altima S

Muscle Shoals, AL

Unscored
$4,200214,700 mi

Comparison: 104 similar vehicles

Muscle Shoals, AL

No Photo

2002 Ford F-150 XL

Jasper, AL

Unscored
$4,200Mileage not verified

Comparison: 10 similar vehicles

Jasper, AL

1996 Chevrolet S-10

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

1996 Chevrolet S-10

Columbus, MS

UnscoredInsufficient · 0
$4,200304,720 mi

Columbus, MS

2016 Ford C-Max SEL

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

2016 Ford C-Max SEL

Muscle Shoals, AL

UnscoredInsufficient · 4
$4,400211,399 mi

Comparison: 4 similar vehicles

Muscle Shoals, AL

2013 Ford Explorer Limited

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

2013 Ford Explorer Limited

Tuscumbia, AL

Unscored
$4,500204,457 mi

Comparison: 21 similar vehicles

Tuscumbia, AL

1999 Ford F-350

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

1999 Ford F-350

Jasper, AL

UnscoredInsufficient · 0
$4,500219,975 mi

Jasper, AL

2011 Nissan Versa S

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

2011 Nissan Versa S

Tupelo, MS

Unscored
$4,572168,966 mi

Comparison: 7 similar vehicles

Tupelo, MS

2003 Buick Century Custom

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

2003 Buick Century Custom

Jasper, AL

UnscoredInsufficient · 0
$4,690120,000 mi

Jasper, AL

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Jasper, AL

Unscored
$4,699220,140 mi

Comparison: 5 similar vehicles

Jasper, AL

1997 Ford F-150

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

1997 Ford F-150

Jasper, AL

UnscoredInsufficient · 0
$4,800215,999 mi

Jasper, AL

2012 Dodge Durango Crew

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

2012 Dodge Durango Crew

Muscle Shoals, AL

UnscoredInsufficient · 0
$4,900247,566 mi

Muscle Shoals, AL

2009 Honda Pilot Touring

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

2009 Honda Pilot Touring

Fayette, AL

UnscoredInsufficient · 0
$4,900236,284 mi

Fayette, AL

2009 Toyota Sienna XLE

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

2009 Toyota Sienna XLE

Mooreville, MS

UnscoredInsufficient · 0
$4,900226,649 mi

Mooreville, MS

2003 Toyota 4Runner SR5

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

2003 Toyota 4Runner SR5

Columbus, MS

UnscoredInsufficient · 0
$4,925267,904 mi

Columbus, MS

1999 Toyota Tacoma PRERUNNER

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

1999 Toyota Tacoma PRERUNNER

Jasper, AL

UnscoredInsufficient · 3
$4,990311,750 mi

Comparison: 3 similar vehicles

Jasper, AL

2014 Chevrolet Cruze Turbo Diesel

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

2014 Chevrolet Cruze Turbo Diesel

Hamilton, AL

Salvage title
$4,995165,546 mi

Hamilton, AL

2012 Chrysler 200 Limited

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

2012 Chrysler 200 Limited

Tishomingo, MS

Unscored
$4,999204,992 mi

Comparison: 7 similar vehicles

Tishomingo, MS

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Florence, AL

Unscored
$4,999176,212 mi

Comparison: 10 similar vehicles

Florence, AL

No Photo

2008 Chevrolet Impala LT

Tishomingo, MS

Unscored
$4,999239,309 mi

Comparison: 12 similar vehicles

Tishomingo, MS

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Tishomingo, MS

UnscoredInsufficient · 0
$4,999164,946 mi

Tishomingo, MS

2005 Nissan Altima S

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

2005 Nissan Altima S

Tishomingo, MS

UnscoredInsufficient · 0
$4,999Mileage not verified

Tishomingo, MS

2002 Toyota Tacoma Prerunner

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

2002 Toyota Tacoma Prerunner

Jasper, AL

Unscored
$4,999228,299 mi

Comparison: 8 similar vehicles

Jasper, AL

1993 Ford F-150

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

1993 Ford F-150

Tishomingo, MS

UnscoredInsufficient · 0
$4,999139,075 mi

Tishomingo, MS

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Haleyville, AL

Salvage title
$5,000Mileage not verified

Haleyville, AL

2002 GMC Sierra 1500 SL

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

2002 GMC Sierra 1500 SL

Haleyville, AL

UnscoredInsufficient · 0
$5,000350,000 mi

Haleyville, AL

2018 Ford Escape SE

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

2018 Ford Escape SE

Jasper, AL

Unscored
$5,199165,143 mi

Comparison: 115 similar vehicles

Jasper, AL

2013 Hyundai Sonata Hybrid Base

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

2013 Hyundai Sonata Hybrid Base

Haleyville, AL

UnscoredInsufficient · 4
$5,250228,054 mi

Comparison: 4 similar vehicles

Haleyville, AL

2012 Mazda Mazda2 Sport

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

2012 Mazda Mazda2 Sport

Russellville, AL

UnscoredInsufficient · 0
$5,300156,000 mi

Russellville, AL

2012 Kia Forte EX

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

2012 Kia Forte EX

Tishomingo, MS

UnscoredInsufficient · 4
$5,325176,690 mi

Comparison: 4 similar vehicles

Tishomingo, MS

2008 Nissan Armada SE

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

2008 Nissan Armada SE

Jasper, AL

UnscoredInsufficient · 0
$5,494263,446 mi

Jasper, AL

2018 Toyota C-HR XLE Premium

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

2018 Toyota C-HR XLE Premium

Jasper, AL

Unscored
$5,500121,238 mi

Comparison: 12 similar vehicles

Jasper, AL

2014 Nissan JUKE S

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

2014 Nissan JUKE S

Haleyville, AL

UnscoredInsufficient · 3
$5,500170,050 mi

Comparison: 3 similar vehicles

Haleyville, AL

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Haleyville, AL

Unscored
$5,500134,162 mi

Comparison: 19 similar vehicles

Haleyville, AL

2006 Toyota Sienna XLE Limited

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

2006 Toyota Sienna XLE Limited

Haleyville, AL

UnscoredInsufficient · 0
$5,750261,097 mi

Haleyville, AL

2010 Nissan Altima S

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

2010 Nissan Altima S

Florence, AL

Unscored
$5,800213,092 mi

Comparison: 23 similar vehicles

Florence, AL

2006 Nissan Murano SL

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

2006 Nissan Murano SL

Haleyville, AL

Unscored
$5,800196,124 mi

Comparison: 5 similar vehicles

Haleyville, AL

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Jasper, AL

Unscored
$5,900139,640 mi

Comparison: 16 similar vehicles

Jasper, AL

2016 Kia Sorento LX

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

2016 Kia Sorento LX

Muscle Shoals, AL

UnscoredInsufficient · 3
$5,900120,755 mi

Comparison: 3 similar vehicles

Muscle Shoals, AL

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Jasper, AL

Unscored
$5,900131,746 mi

Comparison: 22 similar vehicles

Jasper, AL

2015 Honda Odyssey EX-L

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

2015 Honda Odyssey EX-L

Steens, MS

Unscored
$5,900218,000 mi

Comparison: 23 similar vehicles

Steens, MS

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Fayette, AL

Unscored
$5,900235,927 mi

Comparison: 7 similar vehicles

Fayette, AL

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Fayette, AL

Unscored
$5,900275,153 mi

Comparison: 7 similar vehicles

Fayette, 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.
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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