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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

14,668 listings found

2000 Chevrolet Silverado LS

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

2000 Chevrolet Silverado LS

Albuquerque, NM

UnscoredInsufficient · 0
$2,650288,410 mi

Albuquerque, NM

2008 Ford F-550

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

2008 Ford F-550

Albuquerque, NM

UnscoredInsufficient · 0
$2,995150,000 mi

Albuquerque, NM

2008 Hyundai Accent GS

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

2008 Hyundai Accent GS

Albuquerque, NM

UnscoredInsufficient · 0
$2,995221,826 mi

Albuquerque, 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 · 3
$3,000201,867 mi

Comparison: 3 similar vehicles

Albuquerque, NM

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

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

2009 Kia Rondo LX

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

2009 Kia Rondo LX

Albuquerque, NM

UnscoredInsufficient · 0
$3,900216,137 mi

Albuquerque, 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

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

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

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Albuquerque, NM

UnscoredInsufficient · 0
$3,950174,151 mi

Albuquerque, NM

2003 Ford F-250 Super Duty XL

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

2003 Ford F-250 Super Duty XL

Albuquerque, NM

UnscoredInsufficient · 0
$3,950278,572 mi

Albuquerque, NM

1992 Chevrolet P30

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

1992 Chevrolet P30

Albuquerque, NM

UnscoredInsufficient · 0
$3,950Mileage not verified

Albuquerque, NM

2002 Ford F-150 King Ranch

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

2002 Ford F-150 King Ranch

Rio Rancho, NM

UnscoredInsufficient · 0
$3,995343,293 mi

Rio Rancho, NM

1988 Cadillac Eldorado

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

1988 Cadillac Eldorado

Albuquerque, NM

UnscoredInsufficient · 0
$3,995101,000 mi

Albuquerque, 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

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

1989 Ford F-350

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

1989 Ford F-350

Albuquerque, NM

UnscoredInsufficient · 0
$4,000126,000 mi

Albuquerque, NM

2013 Kia Soul +

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

2013 Kia Soul +

Albuquerque, NM

UnscoredInsufficient · 0
$4,200145,468 mi

Albuquerque, NM

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Albuquerque, NM

UnscoredInsufficient · 0
$4,200312,997 mi

Albuquerque, 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

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Albuquerque, NM

UnscoredInsufficient · 0
$4,300206,911 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

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

2003 Toyota 4Runner Sport

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

2003 Toyota 4Runner Sport

Belen, NM

UnscoredInsufficient · 3
$4,500203,957 mi

Comparison: 3 similar vehicles

Belen, NM

2005 Scion xA Base

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

2005 Scion xA Base

Albuquerque, NM

UnscoredInsufficient · 0
$4,55573,697 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

2015 Kia Soul Base

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

2015 Kia Soul Base

Albuquerque, NM

UnscoredLimited · 6
$4,700169,942 mi

Comparison: 6 similar vehicles

Albuquerque, NM

2014 FIAT 500L Easy

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

2014 FIAT 500L Easy

Albuquerque, NM

UnscoredInsufficient · 0
$4,80085,912 mi

Albuquerque, 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

2010 Scion xD Base

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

2010 Scion xD Base

Albuquerque, NM

UnscoredInsufficient · 0
$4,950121,919 mi

Albuquerque, 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

2000 Chevrolet S-10 Base

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

2000 Chevrolet S-10 Base

Albuquerque, NM

UnscoredInsufficient · 0
$4,950218,305 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

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

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 Toyota Prius Four

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

2012 Toyota Prius Four

Albuquerque, NM

UnscoredInsufficient · 0
$4,999206,459 mi

Albuquerque, NM

2007 Chevrolet Uplander LS

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

2007 Chevrolet Uplander LS

Albuquerque, NM

UnscoredInsufficient · 0
$4,99996,311 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

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

2013 Nissan LEAF S

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

2013 Nissan LEAF S

Albuquerque, NM

UnscoredInsufficient · 0
$5,38463,100 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

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

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

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

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 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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