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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 14, 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

5,356 listings found

1998 Mercury Grand Marquis LS

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

1998 Mercury Grand Marquis LS

Dothan, AL

UnscoredInsufficient · 0
$2,000298,259 mi

Dothan, AL

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Marianna, FL

UnscoredInsufficient · 0
$3,292118,278 mi

Marianna, FL

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Marianna, FL

UnscoredInsufficient · 0
$4,099266,869 mi

Marianna, FL

2013 GMC Sierra 1500 Work Truck

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

2013 GMC Sierra 1500 Work Truck

Dothan, AL

UnscoredInsufficient · 0
$4,990246,055 mi

Dothan, AL

2013 Nissan JUKE NISMO

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

2013 Nissan JUKE NISMO

Brundidge, AL

UnscoredInsufficient · 4
$4,995138,000 mi

Comparison: 4 similar vehicles

Brundidge, AL

2006 INFINITI G35 Base

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

2006 INFINITI G35 Base

Blakely, GA

UnscoredInsufficient · 0
$4,998207,128 mi

Blakely, GA

2008 Volkswagen Eos Komfort

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

2008 Volkswagen Eos Komfort

Geneva, AL

UnscoredInsufficient · 0
$5,000187,146 mi

Geneva, AL

2005 Dodge Durango SLT

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

2005 Dodge Durango SLT

Geneva, AL

UnscoredInsufficient · 0
$5,000132,000 mi

Geneva, AL

2012 Nissan Altima

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

2012 Nissan Altima

Chipley, FL

UnscoredInsufficient · 0
$5,495167,600 mi

Chipley, FL

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Bonifay, FL

UnscoredInsufficient · 0
$5,49996,694 mi

Bonifay, FL

2006 Honda Civic EX

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

2006 Honda Civic EX

Marianna, FL

UnscoredInsufficient · 4
$5,499172,133 mi

Comparison: 4 similar vehicles

Marianna, FL

2007 Hummer H3 Base

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

2007 Hummer H3 Base

Dothan, AL

UnscoredInsufficient · 0
$5,500242,085 mi

Dothan, AL

2007 Kia Rondo EX

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

2007 Kia Rondo EX

Kinsey, AL

UnscoredInsufficient · 0
$5,500143,960 mi

Kinsey, AL

2000 Toyota Avalon XL

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

2000 Toyota Avalon XL

Kinsey, AL

UnscoredInsufficient · 0
$5,800151,134 mi

Kinsey, AL

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Enterprise, AL

Unscored
$5,950199,799 mi

Comparison: 6 similar vehicles

Enterprise, AL

2012 Mazda MAZDA3 i Sport

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

2012 Mazda MAZDA3 i Sport

Dothan, AL

Unscored
$5,990193,265 mi

Comparison: 6 similar vehicles

Dothan, AL

2010 Kia Soul Exclaim

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

2010 Kia Soul Exclaim

Dothan, AL

Unscored
$5,990217,189 mi

Comparison: 17 similar vehicles

Dothan, AL

2005 Toyota RAV4 Base

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

2005 Toyota RAV4 Base

Enterprise, AL

UnscoredInsufficient · 0
$6,000186,000 mi

Enterprise, AL

1992 Jeep Wrangler / YJ

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

1992 Jeep Wrangler / YJ

Geneva, AL

UnscoredInsufficient · 0
$6,000Mileage not verified

Geneva, AL

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Marianna, FL

Unscored
$6,141343,683 mi

Comparison: 17 similar vehicles

Marianna, FL

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Ozark, AL

Unscored
$6,495171,076 mi

Comparison: 34 similar vehicles

Ozark, AL

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

New Brockton, AL

Unscored
$6,499152,139 mi

Comparison: 14 similar vehicles

New Brockton, AL

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Geneva, AL

Fair PriceLimited · 15
$6,500115,439 mi

Market: $3,990 – $10,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Geneva, AL

2014 Ford Escape S

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

2014 Ford Escape S

Kinsey, AL

Unscored
$6,500182,811 mi

Comparison: 10 similar vehicles

Kinsey, AL

2011 Honda Pilot Touring

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

2011 Honda Pilot Touring

Columbia, AL

UnscoredInsufficient · 0
$6,500234,793 mi

Columbia, AL

2006 Ford Expedition Limited

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

2006 Ford Expedition Limited

Geneva, AL

UnscoredInsufficient · 0
$6,500133,841 mi

Geneva, AL

2005 Chrysler PT Cruiser GT

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

2005 Chrysler PT Cruiser GT

Geneva, AL

UnscoredInsufficient · 0
$6,50084,791 mi

Geneva, AL

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

New Brockton, AL

Unscored
$6,599152,100 mi

Comparison: 26 similar vehicles

New Brockton, AL

2013 Nissan Armada SL

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

2013 Nissan Armada SL

Dothan, AL

UnscoredInsufficient · 4
$6,700238,546 mi

Comparison: 4 similar vehicles

Dothan, AL

2013 Dodge Avenger SXT

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

2013 Dodge Avenger SXT

Columbia, AL

UnscoredInsufficient · 4
$6,900155,524 mi

Comparison: 4 similar vehicles

Columbia, AL

2013 Dodge Durango Crew

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

2013 Dodge Durango Crew

Dothan, AL

Unscored
$6,990208,596 mi

Comparison: 5 similar vehicles

Dothan, AL

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Dothan, AL

Unscored
$6,990218,803 mi

Comparison: 25 similar vehicles

Dothan, AL

2014 Chevrolet Spark LS

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

2014 Chevrolet Spark LS

Enterprise, AL

UnscoredInsufficient · 4
$6,995103,565 mi

Comparison: 4 similar vehicles

Enterprise, AL

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Chipley, FL

UnscoredInsufficient · 0
$6,995224,500 mi

Chipley, FL

2008 Chevrolet Impala SS

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

2008 Chevrolet Impala SS

Chipley, FL

UnscoredInsufficient · 0
$6,995140,466 mi

Chipley, FL

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Chipley, FL

UnscoredInsufficient · 3
$6,995264,034 mi

Comparison: 3 similar vehicles

Chipley, FL

2013 Honda Civic EX

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

2013 Honda Civic EX

Bonifay, FL

Unscored
$6,999231,039 mi

Comparison: 16 similar vehicles

Bonifay, FL

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Dothan, AL

UnscoredInsufficient · 4
$7,000163,838 mi

Comparison: 4 similar vehicles

Dothan, AL

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Geneva, AL

Unscored
$7,000110,112 mi

Comparison: 6 similar vehicles

Geneva, AL

2012 Mazda MAZDA6 i Touring

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

2012 Mazda MAZDA6 i Touring

Marianna, FL

UnscoredInsufficient · 0
$7,106189,229 mi

Marianna, FL

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Marianna, FL

Unscored
$7,212128,950 mi

Comparison: 14 similar vehicles

Marianna, FL

2014 Chevrolet Silverado 1500 Work Truck 2WT

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

2014 Chevrolet Silverado 1500 Work Truck 2WT

Marianna, FL

Unscored
$7,289180,515 mi

Comparison: 17 similar vehicles

Marianna, FL

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Marianna, FL

Unscored
$7,375233,904 mi

Comparison: 65 similar vehicles

Marianna, FL

2013 Ford Edge SEL

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

2013 Ford Edge SEL

New Brockton, AL

Unscored
$7,450186,179 mi

Comparison: 54 similar vehicles

New Brockton, AL

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Dothan, AL

Unscored
$7,495173,347 mi

Comparison: 54 similar vehicles

Dothan, AL

2015 Honda Fit EX

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

2015 Honda Fit EX

Chipley, FL

Unscored
$7,495217,941 mi

Comparison: 10 similar vehicles

Chipley, FL

2014 GMC Terrain SLE-1

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

2014 GMC Terrain SLE-1

Chipley, FL

Unscored
$7,495149,351 mi

Comparison: 6 similar vehicles

Chipley, FL

2011 Chevrolet Equinox LS

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

2011 Chevrolet Equinox LS

Chipley, FL

UnscoredInsufficient · 3
$7,495108,706 mi

Comparison: 3 similar vehicles

Chipley, FL

No Photo

2017 Chevrolet Malibu Premier

Bonifay, FL

Unscored
$7,499122,571 mi

Comparison: 8 similar vehicles

Bonifay, FL

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Geneva, AL

Unscored
$7,500149,227 mi

Comparison: 12 similar vehicles

Geneva, 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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