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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

198 listings found

2012 Volkswagen Beetle 2.0

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

2012 Volkswagen Beetle 2.0

Kansas City, MO

UnscoredInsufficient · 0
$4,950197,224 mi

Kansas City, MO

2003 Volkswagen New Beetle Turbo S

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

2003 Volkswagen New Beetle Turbo S

Kansas City, MO

UnscoredInsufficient · 0
$5,500119,836 mi

Kansas City, MO

2012 Volkswagen Jetta GLI

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

2012 Volkswagen Jetta GLI

Kansas City, MO

UnscoredInsufficient · 0
$5,550213,705 mi

Kansas City, MO

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Kansas City, MO

UnscoredInsufficient · 3
$5,700174,333 mi

Comparison: 3 similar vehicles

Kansas City, MO

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Kansas City, MO

UnscoredInsufficient · 4
$5,750169,792 mi

Comparison: 4 similar vehicles

Kansas City, MO

2012 Volkswagen Tiguan SE

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

2012 Volkswagen Tiguan SE

Kansas City, MO

UnscoredInsufficient · 0
$5,750147,275 mi

Kansas City, MO

2012 Volkswagen Jetta GLI

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

2012 Volkswagen Jetta GLI

Kansas City, MO

UnscoredInsufficient · 0
$5,850146,275 mi

Kansas City, MO

No Photo

2015 Volkswagen Passat S

Kansas City, MO

UnscoredLimited · 6
$5,900157,400 mi

Comparison: 6 similar vehicles

Kansas City, MO

2013 Volkswagen Passat SE

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

2013 Volkswagen Passat SE

Kansas City, MO

UnscoredLimited · 12
$5,900138,726 mi

Comparison: 12 similar vehicles

Kansas City, MO

2001 Volkswagen New Beetle GLS

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

2001 Volkswagen New Beetle GLS

Kansas City, MO

UnscoredInsufficient · 0
$5,90090,331 mi

Kansas City, MO

2018 Volkswagen Tiguan SE

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

2018 Volkswagen Tiguan SE

Kansas City, MO

UnscoredLimited · 10
$5,950257,296 mi

Comparison: 10 similar vehicles

Kansas City, MO

2015 Volkswagen Jetta SE

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

2015 Volkswagen Jetta SE

Kansas City, MO

UnscoredLimited · 5
$5,950169,981 mi

Comparison: 5 similar vehicles

Kansas City, MO

2014 Volkswagen Passat Sport

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

2014 Volkswagen Passat Sport

Kansas City, MO

UnscoredInsufficient · 0
$5,950161,256 mi

Kansas City, MO

2012 Volkswagen Tiguan SEL

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

2012 Volkswagen Tiguan SEL

Kansas City, MO

UnscoredInsufficient · 0
$5,950115,085 mi

Kansas City, MO

2011 Volkswagen Tiguan SEL

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

2011 Volkswagen Tiguan SEL

Kansas City, MO

UnscoredInsufficient · 0
$5,950130,573 mi

Kansas City, MO

2011 Volkswagen Tiguan SEL

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

2011 Volkswagen Tiguan SEL

Kansas City, MO

UnscoredInsufficient · 0
$5,950165,444 mi

Kansas City, MO

2015 Volkswagen Tiguan S

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

2015 Volkswagen Tiguan S

Kansas City, MO

UnscoredInsufficient · 3
$6,00099,256 mi

Comparison: 3 similar vehicles

Kansas City, MO

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

Kansas City, MO

UnscoredInsufficient · 3
$6,750144,517 mi

Comparison: 3 similar vehicles

Kansas City, MO

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

Kansas City, MO

UnscoredInsufficient · 0
$6,900161,491 mi

Kansas City, MO

2016 Volkswagen Jetta SE

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

2016 Volkswagen Jetta SE

Kansas City, MO

UnscoredInsufficient · 0
$6,950179,597 mi

Kansas City, MO

2015 Volkswagen Tiguan S

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

2015 Volkswagen Tiguan S

Kansas City, MO

UnscoredInsufficient · 3
$6,950152,121 mi

Comparison: 3 similar vehicles

Kansas City, MO

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Kansas City, MO

UnscoredInsufficient · 3
$6,999103,600 mi

Comparison: 3 similar vehicles

Kansas City, MO

2013 Volkswagen Eos Lux

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

2013 Volkswagen Eos Lux

Kansas City, MO

UnscoredInsufficient · 0
$6,999115,330 mi

Kansas City, MO

2016 Volkswagen Passat SE

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

2016 Volkswagen Passat SE

Kansas City, MO

UnscoredInsufficient · 3
$7,499141,950 mi

Comparison: 3 similar vehicles

Kansas City, MO

2016 Volkswagen Passat SE

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

2016 Volkswagen Passat SE

Kansas City, MO

UnscoredInsufficient · 3
$7,750157,941 mi

Comparison: 3 similar vehicles

Kansas City, MO

2016 Volkswagen Jetta SEL

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

2016 Volkswagen Jetta SEL

Kansas City, MO

UnscoredInsufficient · 0
$7,75099,992 mi

Kansas City, MO

2007 Volkswagen Jetta GLI

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

2007 Volkswagen Jetta GLI

Kansas City, MO

UnscoredInsufficient · 0
$7,750112,349 mi

Kansas City, MO

2016 Volkswagen Jetta Sport

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

2016 Volkswagen Jetta Sport

Kansas City, MO

UnscoredInsufficient · 0
$7,950118,247 mi

Kansas City, MO

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Kansas City, MO

UnscoredInsufficient · 3
$7,950169,554 mi

Comparison: 3 similar vehicles

Kansas City, MO

2013 Volkswagen Tiguan SE

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

2013 Volkswagen Tiguan SE

Kansas City, MO

UnscoredInsufficient · 3
$7,950130,812 mi

Comparison: 3 similar vehicles

Kansas City, MO

2012 Volkswagen Beetle 2.0

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

2012 Volkswagen Beetle 2.0

Kansas City, MO

UnscoredInsufficient · 0
$7,950136,842 mi

Kansas City, MO

2017 Volkswagen Jetta S

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

2017 Volkswagen Jetta S

Kansas City, MO

UnscoredInsufficient · 0
$8,25098,000 mi

Kansas City, MO

2014 Volkswagen Passat SE

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

2014 Volkswagen Passat SE

Kansas City, MO

UnscoredLimited · 5
$8,58097,007 mi

Comparison: 5 similar vehicles

Kansas City, MO

2013 Volkswagen Touareg Sport

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

2013 Volkswagen Touareg Sport

Kansas City, MO

UnscoredInsufficient · 0
$8,750151,457 mi

Kansas City, MO

2014 Volkswagen GTI Driver's Edition

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

2014 Volkswagen GTI Driver's Edition

Kansas City, MO

UnscoredInsufficient · 0
$8,900166,433 mi

Kansas City, MO

2016 Volkswagen Tiguan R-Line

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

2016 Volkswagen Tiguan R-Line

Kansas City, MO

UnscoredInsufficient · 4
$8,950118,943 mi

Comparison: 4 similar vehicles

Kansas City, MO

2013 Volkswagen Beetle 2.5

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

2013 Volkswagen Beetle 2.5

Kansas City, MO

UnscoredInsufficient · 3
$8,950166,933 mi

Comparison: 3 similar vehicles

Kansas City, MO

2013 Volkswagen Tiguan SE

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

2013 Volkswagen Tiguan SE

Kansas City, MO

UnscoredInsufficient · 3
$8,950121,427 mi

Comparison: 3 similar vehicles

Kansas City, MO

2013 Volkswagen Eos Komfort

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

2013 Volkswagen Eos Komfort

Kansas City, MO

UnscoredInsufficient · 3
$8,950128,192 mi

Comparison: 3 similar vehicles

Kansas City, MO

2018 Volkswagen Golf SE

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

2018 Volkswagen Golf SE

Kansas City, MO

UnscoredInsufficient · 0
$8,995123,839 mi

Kansas City, MO

2021 Volkswagen Passat SE

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

2021 Volkswagen Passat SE

Kansas City, MO

UnscoredInsufficient · 0
$9,500123,000 mi

Kansas City, MO

2013 Volkswagen Passat SEL

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

2013 Volkswagen Passat SEL

Kansas City, MO

UnscoredInsufficient · 3
$9,750126,018 mi

Comparison: 3 similar vehicles

Kansas City, MO

2015 Volkswagen Jetta Sport

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

2015 Volkswagen Jetta Sport

Kansas City, MO

UnscoredInsufficient · 0
$9,800118,186 mi

Kansas City, MO

2012 Volkswagen Golf R

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

2012 Volkswagen Golf R

Kansas City, MO

UnscoredInsufficient · 0
$9,950120,553 mi

Kansas City, MO

2018 Volkswagen Jetta S

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

2018 Volkswagen Jetta S

Kansas City, MO

UnscoredInsufficient · 0
$9,995104,597 mi

Kansas City, MO

2014 Volkswagen Jetta SportWagen SE

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

2014 Volkswagen Jetta SportWagen SE

Kansas City, MO

UnscoredInsufficient · 0
$9,995117,752 mi

Kansas City, MO

2020 Volkswagen Passat SE

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

2020 Volkswagen Passat SE

Kansas City, MO

UnscoredInsufficient · 0
$10,500118,247 mi

Kansas City, MO

2017 Volkswagen Tiguan Sport

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

2017 Volkswagen Tiguan Sport

Kansas City, MO

UnscoredInsufficient · 0
$10,750109,345 mi

Kansas City, MO

2016 Volkswagen Passat SEL Premium

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

2016 Volkswagen Passat SEL Premium

Kansas City, MO

UnscoredInsufficient · 0
$10,750166,310 mi

Kansas City, MO

2016 Volkswagen Golf TSI S

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

2016 Volkswagen Golf TSI S

Kansas City, MO

UnscoredInsufficient · 0
$10,750119,710 mi

Kansas City, MO

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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