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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

1,989 listings found

2006 Cadillac CTS 3.6

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

2006 Cadillac CTS 3.6

Bowling Green, KY

UnscoredInsufficient · 0
$1,995161,411 mi

Bowling Green, KY

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Bowling Green, KY

UnscoredInsufficient · 0
$2,499299,699 mi

Bowling Green, KY

2007 Nissan Altima Base

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

2007 Nissan Altima Base

Pleasant View, TN

UnscoredInsufficient · 0
$2,700241,000 mi

Pleasant View, TN

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Leitchfield, KY

UnscoredRobust · 83
$2,995155,000 mi

Comparison: 83 similar vehicles

Leitchfield, KY

2004 Pontiac Grand Am SE1

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

2004 Pontiac Grand Am SE1

Lebanon, TN

UnscoredInsufficient · 0
$2,995247,635 mi

Lebanon, TN

2004 Volkswagen Passat GLS

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

2004 Volkswagen Passat GLS

Nashville, TN

UnscoredLimited · 7
$2,995Mileage not verified

Comparison: 7 similar vehicles

Nashville, TN

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Hartford, KY

UnscoredInsufficient · 3
$2,999227,179 mi

Comparison: 3 similar vehicles

Hartford, KY

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

Hartford, KY

UnscoredInsufficient · 3
$2,999160,924 mi

Comparison: 3 similar vehicles

Hartford, KY

2016 Chevrolet Malibu Limited Fleet

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

2016 Chevrolet Malibu Limited Fleet

Glasgow, KY

UnscoredInsufficient · 0
$3,008246,565 mi

Glasgow, KY

2010 Hyundai Elantra SE

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

2010 Hyundai Elantra SE

Hendersonville, TN

UnscoredInsufficient · 0
$3,189212,770 mi

Hendersonville, TN

2010 Ford Fusion Sport

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

2010 Ford Fusion Sport

Glasgow, KY

UnscoredLimited · 8
$3,628219,239 mi

Comparison: 8 similar vehicles

Glasgow, KY

2011 Ford Focus SE

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

2011 Ford Focus SE

Falls of Rough, KY

UnscoredLimited · 5
$3,775143,900 mi

Comparison: 5 similar vehicles

Falls of Rough, KY

2013 Mazda MAZDA3 i Sport

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

2013 Mazda MAZDA3 i Sport

Nashville, TN

UnscoredLimited · 7
$3,850171,583 mi

Comparison: 7 similar vehicles

Nashville, TN

2006 Toyota Corolla S

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

2006 Toyota Corolla S

Falls of Rough, KY

UnscoredLimited · 5
$3,975286,995 mi

Comparison: 5 similar vehicles

Falls of Rough, KY

2006 Volkswagen Jetta GLI

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

2006 Volkswagen Jetta GLI

Leitchfield, KY

UnscoredInsufficient · 0
$3,975196,205 mi

Leitchfield, KY

2017 Ford Fiesta S

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

2017 Ford Fiesta S

Nashville, TN

UnscoredInsufficient · 0
$3,995143,886 mi

Nashville, TN

No Photo

2006 Toyota Corolla LE

Portland, TN

UnscoredInsufficient · 0
$3,995217,500 mi

Portland, TN

2006 Mercedes-Benz C-Class C280 Luxury

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

2006 Mercedes-Benz C-Class C280 Luxury

Franklin, KY

UnscoredInsufficient · 0
$3,995184,182 mi

Franklin, KY

2017 Nissan Versa Sedan SV

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

2017 Nissan Versa Sedan SV

Glasgow, KY

UnscoredLimited · 7
$3,996165,536 mi

Comparison: 7 similar vehicles

Glasgow, KY

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Leitchfield, KY

UnscoredModerate · 28
$3,999163,000 mi

Comparison: 28 similar vehicles

Leitchfield, KY

2015 Nissan Altima S

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

2015 Nissan Altima S

Nashville, TN

Salvage title
$3,999186,462 mi

Nashville, TN

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Nashville, TN

UnscoredInsufficient · 4
$3,999203,342 mi

Comparison: 4 similar vehicles

Nashville, TN

2016 Volkswagen Passat S

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

2016 Volkswagen Passat S

Nashville, TN

UnscoredLimited · 9
$4,000135,321 mi

Comparison: 9 similar vehicles

Nashville, TN

2015 Nissan Altima S

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

2015 Nissan Altima S

Goodlettsville, TN

UnscoredLimited · 10
$4,000204,691 mi

Comparison: 10 similar vehicles

Goodlettsville, TN

2014 Ford Focus SE

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

2014 Ford Focus SE

Goodlettsville, TN

UnscoredLimited · 7
$4,000149,466 mi

Comparison: 7 similar vehicles

Goodlettsville, TN

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Nashville, TN

UnscoredInsufficient · 3
$4,000176,168 mi

Comparison: 3 similar vehicles

Nashville, TN

2011 Cadillac CTS Base

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

2011 Cadillac CTS Base

Goodlettsville, TN

UnscoredLimited · 6
$4,200155,590 mi

Comparison: 6 similar vehicles

Goodlettsville, TN

2008 Toyota Camry Hybrid

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

2008 Toyota Camry Hybrid

Nashville, TN

UnscoredInsufficient · 0
$4,200171,934 mi

Nashville, TN

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Nashville, TN

UnscoredLimited · 19
$4,300178,888 mi

Comparison: 19 similar vehicles

Nashville, TN

2003 Mercedes-Benz C-Class C320

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

2003 Mercedes-Benz C-Class C320

Auburn, KY

Salvage title
$4,45099,122 mi

Auburn, KY

2010 Lexus HS Base

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

2010 Lexus HS Base

Lebanon, TN

UnscoredInsufficient · 0
$4,495251,258 mi

Lebanon, TN

2019 Nissan Sentra S

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

2019 Nissan Sentra S

Nashville, TN

UnscoredModerate · 21
$4,499152,270 mi

Comparison: 21 similar vehicles

Nashville, TN

2015 Volkswagen Jetta SE

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

2015 Volkswagen Jetta SE

Nashville, TN

UnscoredLimited · 6
$4,499167,200 mi

Comparison: 6 similar vehicles

Nashville, TN

2013 Volkswagen CC R-Line

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

2013 Volkswagen CC R-Line

Nashville, TN

UnscoredLimited · 5
$4,499126,000 mi

Comparison: 5 similar vehicles

Nashville, TN

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Leitchfield, KY

UnscoredRobust · 112
$4,500134,000 mi

Comparison: 112 similar vehicles

Leitchfield, KY

2011 Dodge Charger SE

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

2011 Dodge Charger SE

Elkton, KY

UnscoredLimited · 5
$4,500296,794 mi

Comparison: 5 similar vehicles

Elkton, KY

No Photo

2010 Chevrolet Malibu 2LT

Guthrie, KY

UnscoredInsufficient · 0
$4,500155,796 mi

Guthrie, KY

2002 Acura TL Type-S

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

2002 Acura TL Type-S

Gallatin, TN

UnscoredInsufficient · 0
$4,698121,244 mi

Gallatin, TN

2011 Nissan Sentra SL

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

2011 Nissan Sentra SL

Pleasant View, TN

UnscoredInsufficient · 3
$4,700119,000 mi

Comparison: 3 similar vehicles

Pleasant View, TN

2011 Ford Focus SEL

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

2011 Ford Focus SEL

Falls of Rough, KY

UnscoredInsufficient · 0
$4,775117,904 mi

Falls of Rough, KY

2010 Hyundai Azera GLS

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

2010 Hyundai Azera GLS

Nashville, TN

UnscoredInsufficient · 0
$4,794240,646 mi

Nashville, TN

2014 Nissan Altima S

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

2014 Nissan Altima S

Nashville, TN

UnscoredModerate · 25
$4,800176,271 mi

Comparison: 25 similar vehicles

Nashville, TN

2007 Honda Accord EX

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

2007 Honda Accord EX

Goodlettsville, TN

UnscoredInsufficient · 3
$4,800243,897 mi

Comparison: 3 similar vehicles

Goodlettsville, TN

No Photo

2013 Chevrolet Impala 2FL

Gallatin, TN

UnscoredLimited · 13
$4,850144,788 mi

Comparison: 13 similar vehicles

Gallatin, TN

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Guthrie, KY

UnscoredModerate · 34
$4,900279,030 mi

Comparison: 34 similar vehicles

Guthrie, KY

2011 Lexus ES 350

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

2011 Lexus ES 350

Bowling Green, KY

UnscoredLimited · 14
$4,900209,757 mi

Comparison: 14 similar vehicles

Bowling Green, KY

2009 Cadillac CTS 1SA

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

2009 Cadillac CTS 1SA

Guthrie, KY

UnscoredInsufficient · 3
$4,900104,250 mi

Comparison: 3 similar vehicles

Guthrie, KY

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

Hendersonville, TN

UnscoredInsufficient · 3
$4,900161,098 mi

Comparison: 3 similar vehicles

Hendersonville, TN

2008 Lexus LS L

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

2008 Lexus LS L

Nashville, TN

Salvage title
$4,900150,600 mi

Nashville, TN

2015 Ford Taurus Limited

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

2015 Ford Taurus Limited

Nashville, TN

UnscoredLimited · 8
$4,950233,942 mi

Comparison: 8 similar vehicles

Nashville, TN

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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