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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

3,249 listings found

2000 Lincoln Town Car CARTIER

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

2000 Lincoln Town Car CARTIER

Farmington, NM

UnscoredInsufficient · 0
$2,900196,400 mi

Farmington, NM

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Albuquerque, NM

UnscoredInsufficient · 0
$3,000201,867 mi

Albuquerque, NM

2004 Buick Century Base

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

2004 Buick Century Base

Alamogordo, NM

UnscoredInsufficient · 0
$3,000154,498 mi

Alamogordo, NM

2010 Honda Civic EX

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

2010 Honda Civic EX

Albuquerque, NM

UnscoredInsufficient · 0
$3,400145,286 mi

Albuquerque, NM

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Albuquerque, NM

UnscoredInsufficient · 0
$3,950157,671 mi

Albuquerque, NM

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Clovis, NM

UnscoredInsufficient · 0
$3,950137,600 mi

Clovis, NM

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Roswell, NM

UnscoredInsufficient · 0
$3,988147,609 mi

Roswell, NM

2007 Mercedes-Benz C-Class C230 Sport

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

2007 Mercedes-Benz C-Class C230 Sport

Roswell, NM

UnscoredInsufficient · 4
$3,988141,877 mi

Comparison: 4 similar vehicles

Roswell, NM

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Albuquerque, NM

UnscoredInsufficient · 4
$3,999152,400 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Las Cruces, NM

UnscoredInsufficient · 0
$3,999186,413 mi

Las Cruces, NM

2013 Honda Accord EX

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

2013 Honda Accord EX

Farmington, NM

UnscoredInsufficient · 0
$4,000215,371 mi

Farmington, NM

1997 Ford Taurus GL

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

1997 Ford Taurus GL

Albuquerque, NM

UnscoredInsufficient · 0
$4,21284,184 mi

Albuquerque, NM

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Albuquerque, NM

UnscoredInsufficient · 0
$4,400172,279 mi

Albuquerque, NM

2006 Honda Accord B1

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

2006 Honda Accord B1

Albuquerque, NM

UnscoredInsufficient · 0
$4,400193,769 mi

Albuquerque, NM

2018 Nissan Sentra S

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

2018 Nissan Sentra S

Los Lunas, NM

UnscoredInsufficient · 0
$4,592225,849 mi

Los Lunas, NM

1999 Cadillac DeVille Base

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

1999 Cadillac DeVille Base

Gallup, NM

UnscoredInsufficient · 0
$4,800170,613 mi

Gallup, NM

2011 Hyundai Elantra GLS

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

2011 Hyundai Elantra GLS

Farmington, NM

UnscoredInsufficient · 0
$4,900140,200 mi

Farmington, NM

2007 Honda Accord EX

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

2007 Honda Accord EX

Albuquerque, NM

Salvage title
$4,950214,000 mi

Albuquerque, NM

2005 Ford Focus ZX4 S

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

2005 Ford Focus ZX4 S

Santa Fe, NM

UnscoredInsufficient · 0
$4,950119,720 mi

Santa Fe, NM

2010 Kia Forte EX

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

2010 Kia Forte EX

Roswell, NM

UnscoredInsufficient · 0
$4,988158,772 mi

Roswell, NM

No Photo

2008 Mazda MAZDA3 i Sport

Albuquerque, NM

UnscoredInsufficient · 0
$4,990158,926 mi

Albuquerque, NM

No Photo

2007 Mazda MAZDA3 i

Albuquerque, NM

UnscoredInsufficient · 0
$4,990145,118 mi

Albuquerque, NM

2016 Volkswagen Jetta S

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

2016 Volkswagen Jetta S

Clovis, NM

UnscoredInsufficient · 0
$4,995111,266 mi

Clovis, NM

2015 Hyundai Accent GLS

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

2015 Hyundai Accent GLS

Las Cruces, NM

UnscoredInsufficient · 0
$4,995128,910 mi

Las Cruces, NM

2004 Buick LeSabre Custom

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

2004 Buick LeSabre Custom

Rio Rancho, NM

UnscoredInsufficient · 0
$4,995106,763 mi

Rio Rancho, NM

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Albuquerque, NM

UnscoredInsufficient · 0
$4,999124,404 mi

Albuquerque, NM

2012 Hyundai Accent GLS

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

2012 Hyundai Accent GLS

Albuquerque, NM

UnscoredInsufficient · 0
$4,999114,580 mi

Albuquerque, NM

2007 Lexus IS 250

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

2007 Lexus IS 250

Albuquerque, NM

UnscoredLimited · 8
$4,999211,287 mi

Comparison: 8 similar vehicles

Albuquerque, NM

2015 Chevrolet Cruze LTZ

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

2015 Chevrolet Cruze LTZ

Farmington, NM

UnscoredInsufficient · 0
$5,000129,010 mi

Farmington, NM

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Roswell, NM

UnscoredLimited · 5
$5,498159,111 mi

Comparison: 5 similar vehicles

Roswell, NM

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Farmington, NM

UnscoredInsufficient · 0
$5,500150,192 mi

Farmington, NM

2014 Toyota Corolla LE

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

2014 Toyota Corolla LE

Farmington, NM

UnscoredInsufficient · 0
$5,500247,040 mi

Farmington, NM

2009 Lexus ES 350

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

2009 Lexus ES 350

Gallup, NM

UnscoredInsufficient · 0
$5,500221,520 mi

Gallup, NM

2007 Buick LaCrosse CXS

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

2007 Buick LaCrosse CXS

Albuquerque, NM

UnscoredInsufficient · 0
$5,500128,622 mi

Albuquerque, NM

1999 Lincoln Town Car SIGNATURE

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

1999 Lincoln Town Car SIGNATURE

Clovis, NM

UnscoredInsufficient · 0
$5,500148,090 mi

Clovis, NM

2019 Nissan Versa Sedan S Plus

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

2019 Nissan Versa Sedan S Plus

Albuquerque, NM

UnscoredInsufficient · 0
$5,60092,458 mi

Albuquerque, NM

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Albuquerque, NM

UnscoredLimited · 5
$5,650188,801 mi

Comparison: 5 similar vehicles

Albuquerque, NM

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Farmington, NM

UnscoredLimited · 10
$5,800143,733 mi

Comparison: 10 similar vehicles

Farmington, NM

2016 Ford Focus SE

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

2016 Ford Focus SE

Farmington, NM

UnscoredInsufficient · 0
$5,800141,858 mi

Farmington, NM

2013 Chevrolet Malibu 1SA

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

2013 Chevrolet Malibu 1SA

Albuquerque, NM

UnscoredInsufficient · 0
$5,847169,645 mi

Albuquerque, NM

2017 Volkswagen Jetta S

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

2017 Volkswagen Jetta S

Farmington, NM

UnscoredInsufficient · 0
$5,900121,429 mi

Farmington, NM

2012 Chevrolet Malibu Fleet

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

2012 Chevrolet Malibu Fleet

Albuquerque, NM

UnscoredInsufficient · 0
$5,900152,483 mi

Albuquerque, NM

2007 Honda Civic LX

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

2007 Honda Civic LX

Albuquerque, NM

UnscoredInsufficient · 0
$5,900150,610 mi

Albuquerque, NM

2003 Ford Crown Victoria Commercial Police Package

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

2003 Ford Crown Victoria Commercial Police Package

Clovis, NM

UnscoredInsufficient · 0
$5,900177,010 mi

Clovis, NM

1997 Lincoln Town Car EXECUTIVE

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

1997 Lincoln Town Car EXECUTIVE

Albuquerque, NM

UnscoredInsufficient · 0
$5,91292,687 mi

Albuquerque, NM

2006 Honda Civic LX

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

2006 Honda Civic LX

Albuquerque, NM

UnscoredInsufficient · 0
$5,950177,165 mi

Albuquerque, NM

2007 Toyota Corolla CE

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

2007 Toyota Corolla CE

Albuquerque, NM

UnscoredInsufficient · 0
$5,990159,908 mi

Albuquerque, NM

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

Las Cruces, NM

UnscoredInsufficient · 0
$5,995126,870 mi

Las Cruces, NM

2016 Kia Forte LX

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

2016 Kia Forte LX

Las Cruces, NM

UnscoredInsufficient · 3
$5,995128,003 mi

Comparison: 3 similar vehicles

Las Cruces, NM

2014 Ford Focus SE

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

2014 Ford Focus SE

Rio Rancho, NM

UnscoredInsufficient · 3
$5,995129,764 mi

Comparison: 3 similar vehicles

Rio Rancho, NM

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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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