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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

12,597 listings found

2002 Saturn VUE Base

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

2002 Saturn VUE Base

Albuquerque, NM

UnscoredInsufficient · 0
$3,10089,640 mi

Albuquerque, NM

2006 Nissan Pathfinder SE

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

2006 Nissan Pathfinder SE

Raton, NM

UnscoredInsufficient · 0
$3,377204,745 mi

Raton, NM

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Farmington, NM

UnscoredInsufficient · 3
$3,800241,852 mi

Comparison: 3 similar vehicles

Farmington, NM

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Farmington, NM

UnscoredInsufficient · 0
$3,900238,670 mi

Farmington, NM

2007 Mercedes-Benz GL-Class GL450

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

2007 Mercedes-Benz GL-Class GL450

Albuquerque, NM

UnscoredInsufficient · 0
$3,900139,897 mi

Albuquerque, NM

2003 Hyundai Santa Fe GLS

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

2003 Hyundai Santa Fe GLS

Farmington, NM

UnscoredInsufficient · 0
$3,900240,538 mi

Farmington, NM

2009 Hyundai Santa Fe Limited

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

2009 Hyundai Santa Fe Limited

Albuquerque, NM

UnscoredInsufficient · 0
$3,912204,928 mi

Albuquerque, NM

2008 Ford Expedition XLT

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

2008 Ford Expedition XLT

Albuquerque, NM

UnscoredInsufficient · 0
$3,999248,565 mi

Albuquerque, NM

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Roswell, NM

UnscoredInsufficient · 0
$4,000177,059 mi

Roswell, NM

2005 GMC Yukon Denali

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

2005 GMC Yukon Denali

Las Cruces, NM

UnscoredInsufficient · 0
$4,277242,492 mi

Las Cruces, NM

2005 Ford Expedition Eddie Bauer

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

2005 Ford Expedition Eddie Bauer

Albuquerque, NM

UnscoredInsufficient · 0
$4,450164,801 mi

Albuquerque, NM

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Albuquerque, NM

UnscoredInsufficient · 0
$4,500236,288 mi

Albuquerque, NM

2005 GMC Envoy SLE

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

2005 GMC Envoy SLE

Clovis, NM

UnscoredInsufficient · 0
$4,600193,090 mi

Clovis, NM

2015 Buick Encore Base

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

2015 Buick Encore Base

Farmington, NM

UnscoredInsufficient · 3
$4,900181,389 mi

Comparison: 3 similar vehicles

Farmington, NM

2014 GMC Acadia SLE1

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

2014 GMC Acadia SLE1

Farmington, NM

UnscoredInsufficient · 0
$4,900217,591 mi

Farmington, NM

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Farmington, NM

UnscoredInsufficient · 3
$4,900207,969 mi

Comparison: 3 similar vehicles

Farmington, NM

2006 Hyundai Santa Fe Limited

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

2006 Hyundai Santa Fe Limited

Farmington, NM

UnscoredInsufficient · 0
$4,900161,114 mi

Farmington, NM

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Albuquerque, NM

Salvage title
$4,912146,882 mi

Albuquerque, NM

2013 Kia Sportage EX

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

2013 Kia Sportage EX

Albuquerque, NM

UnscoredInsufficient · 0
$4,950157,057 mi

Albuquerque, NM

2012 Ford Expedition XLT

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

2012 Ford Expedition XLT

Rio Rancho, NM

UnscoredInsufficient · 0
$4,967196,496 mi

Rio Rancho, NM

2009 Mitsubishi Outlander SE

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

2009 Mitsubishi Outlander SE

Roswell, NM

UnscoredInsufficient · 0
$4,999188,800 mi

Roswell, NM

2011 Volkswagen Tiguan S

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

2011 Volkswagen Tiguan S

Farmington, NM

UnscoredInsufficient · 0
$5,100156,189 mi

Farmington, NM

2012 GMC Acadia SL

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

2012 GMC Acadia SL

Albuquerque, NM

UnscoredInsufficient · 0
$5,200171,249 mi

Albuquerque, NM

2005 Honda CR-V SE

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

2005 Honda CR-V SE

Albuquerque, NM

UnscoredInsufficient · 0
$5,400229,730 mi

Albuquerque, NM

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Farmington, NM

UnscoredInsufficient · 0
$5,495233,216 mi

Farmington, NM

2003 BMW X5 Base

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

2003 BMW X5 Base

Albuquerque, NM

UnscoredInsufficient · 0
$5,495143,950 mi

Albuquerque, NM

2018 Ford Escape S

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

2018 Ford Escape S

Clovis, NM

UnscoredInsufficient · 0
$5,500176,000 mi

Clovis, NM

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Farmington, NM

UnscoredLimited · 5
$5,500143,885 mi

Comparison: 5 similar vehicles

Farmington, NM

2011 Chevrolet Tahoe LTZ

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

2011 Chevrolet Tahoe LTZ

Farmington, NM

UnscoredInsufficient · 0
$5,500216,568 mi

Farmington, NM

2011 GMC Terrain SLT-1

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

2011 GMC Terrain SLT-1

Farmington, NM

UnscoredInsufficient · 0
$5,500167,139 mi

Farmington, NM

2010 Ford Escape Limited

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

2010 Ford Escape Limited

Albuquerque, NM

UnscoredInsufficient · 0
$5,500157,797 mi

Albuquerque, NM

2008 Jeep Patriot Limited

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

2008 Jeep Patriot Limited

Farmington, NM

UnscoredInsufficient · 4
$5,500110,792 mi

Comparison: 4 similar vehicles

Farmington, NM

2010 Dodge Journey SXT

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

2010 Dodge Journey SXT

Farmington, NM

UnscoredInsufficient · 0
$5,743173,340 mi

Farmington, NM

2016 Mitsubishi Outlander SEL

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

2016 Mitsubishi Outlander SEL

Farmington, NM

UnscoredInsufficient · 0
$5,800177,682 mi

Farmington, NM

2016 Jeep Compass Sport

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

2016 Jeep Compass Sport

Farmington, NM

UnscoredInsufficient · 0
$5,900139,418 mi

Farmington, NM

2016 Kia Sportage LX

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

2016 Kia Sportage LX

Farmington, NM

UnscoredInsufficient · 0
$5,900189,880 mi

Farmington, NM

2015 Ford Escape SE

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

2015 Ford Escape SE

Farmington, NM

UnscoredInsufficient · 0
$5,900167,751 mi

Farmington, NM

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Farmington, NM

UnscoredInsufficient · 4
$5,900184,917 mi

Comparison: 4 similar vehicles

Farmington, NM

2014 Hyundai Tucson Limited

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

2014 Hyundai Tucson Limited

Albuquerque, NM

UnscoredInsufficient · 0
$5,900180,058 mi

Albuquerque, NM

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Carlsbad, NM

UnscoredInsufficient · 0
$5,900155,421 mi

Carlsbad, NM

2005 Jeep Liberty Sport

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

2005 Jeep Liberty Sport

Carlsbad, NM

UnscoredInsufficient · 0
$5,900165,344 mi

Carlsbad, NM

2002 Chevrolet Tahoe LS

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

2002 Chevrolet Tahoe LS

Clovis, NM

UnscoredInsufficient · 0
$5,900170,911 mi

Clovis, NM

2017 Ford Edge SE

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

2017 Ford Edge SE

Albuquerque, NM

UnscoredInsufficient · 0
$5,950185,578 mi

Albuquerque, NM

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Albuquerque, NM

UnscoredInsufficient · 0
$5,950153,750 mi

Albuquerque, NM

2011 Jeep Grand Cherokee Limited

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

2011 Jeep Grand Cherokee Limited

Albuquerque, NM

UnscoredInsufficient · 0
$5,950196,417 mi

Albuquerque, NM

2004 Nissan Xterra SE

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

2004 Nissan Xterra SE

Waterflow, NM

UnscoredInsufficient · 0
$5,959203,584 mi

Waterflow, NM

2016 Jeep Cherokee Trailhawk

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

2016 Jeep Cherokee Trailhawk

Rio Rancho, NM

UnscoredInsufficient · 0
$5,967140,125 mi

Rio Rancho, NM

2004 Chevrolet Blazer LS

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

2004 Chevrolet Blazer LS

Roswell, NM

UnscoredInsufficient · 0
$5,988162,241 mi

Roswell, NM

No Photo

2015 Ford Explorer XLT

Albuquerque, NM

UnscoredLimited · 6
$5,990204,093 mi

Comparison: 6 similar vehicles

Albuquerque, NM

2016 Dodge Journey SE

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

2016 Dodge Journey SE

Las Cruces, NM

UnscoredInsufficient · 3
$5,995129,699 mi

Comparison: 3 similar vehicles

Las Cruces, 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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