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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

50,000+ listings found(add a location or filter to narrow results)

2007 GMC Yukon XL

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

2007 GMC Yukon XL

San Antonio, TX

UnscoredInsufficient · 0
$1,295Mileage not verified

San Antonio, TX

2010 Nissan Armada

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

2010 Nissan Armada

San Antonio, TX

UnscoredInsufficient · 0
$1,495Mileage not verified

San Antonio, TX

2010 Hyundai Veracruz Limited

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

2010 Hyundai Veracruz Limited

San Antonio, TX

UnscoredInsufficient · 0
$1,995179,161 mi

San Antonio, TX

2013 Nissan Versa Sedan S

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

2013 Nissan Versa Sedan S

San Antonio, TX

UnscoredLimited · 5
$2,000158,227 mi

Comparison: 5 similar vehicles

San Antonio, TX

2010 Ford Fusion SE

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

2010 Ford Fusion SE

San Antonio, TX

UnscoredLimited · 7
$2,100177,000 mi

Comparison: 7 similar vehicles

San Antonio, TX

2014 Nissan Murano SL

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

2014 Nissan Murano SL

San Antonio, TX

UnscoredLimited · 7
$2,300160,000 mi

Comparison: 7 similar vehicles

San Antonio, TX

2007 Kia Rio LX

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

2007 Kia Rio LX

San Antonio, TX

UnscoredInsufficient · 0
$2,300180,124 mi

San Antonio, TX

2002 Buick Rendezvous FWD CX

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

2002 Buick Rendezvous FWD CX

San Antonio, TX

UnscoredInsufficient · 0
$2,300201,000 mi

San Antonio, TX

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

San Antonio, TX

UnscoredInsufficient · 4
$2,500157,800 mi

Comparison: 4 similar vehicles

San Antonio, TX

2013 Nissan Versa Sedan S

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

2013 Nissan Versa Sedan S

San Antonio, TX

UnscoredLimited · 5
$2,500157,780 mi

Comparison: 5 similar vehicles

San Antonio, TX

2009 Volkswagen Passat Komfort

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

2009 Volkswagen Passat Komfort

San Antonio, TX

UnscoredInsufficient · 0
$2,500Mileage not verified

San Antonio, TX

2009 GMC Yukon SLE1

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

2009 GMC Yukon SLE1

Kirby, TX

UnscoredInsufficient · 0
$2,699271,099 mi

Kirby, TX

2011 Mazda CX-7 s Touring

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

2011 Mazda CX-7 s Touring

San Antonio, TX

UnscoredInsufficient · 0
$2,800157,951 mi

San Antonio, TX

2016 Nissan Versa Note SV

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

2016 Nissan Versa Note SV

Kirby, TX

UnscoredInsufficient · 4
$2,885279,854 mi

Comparison: 4 similar vehicles

Kirby, TX

2003 Toyota Celica GT

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

2003 Toyota Celica GT

San Antonio, TX

UnscoredInsufficient · 0
$2,900270,459 mi

San Antonio, TX

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

San Antonio, TX

UnscoredModerate · 22
$2,995201,040 mi

Comparison: 22 similar vehicles

San Antonio, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Kirby, TX

UnscoredLimited · 6
$2,995119,970 mi

Comparison: 6 similar vehicles

Kirby, TX

2014 Mazda MAZDA3 i Sport

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

2014 Mazda MAZDA3 i Sport

Kirby, TX

UnscoredLimited · 6
$2,995157,494 mi

Comparison: 6 similar vehicles

Kirby, TX

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

San Antonio, TX

UnscoredLimited · 6
$2,995123,376 mi

Comparison: 6 similar vehicles

San Antonio, TX

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

San Antonio, TX

UnscoredLimited · 6
$2,995168,910 mi

Comparison: 6 similar vehicles

San Antonio, TX

2012 Nissan Murano SL

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

2012 Nissan Murano SL

San Antonio, TX

UnscoredLimited · 7
$2,995121,008 mi

Comparison: 7 similar vehicles

San Antonio, TX

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

San Antonio, TX

UnscoredLimited · 6
$2,995174,400 mi

Comparison: 6 similar vehicles

San Antonio, TX

2008 Lincoln MKZ Base

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

2008 Lincoln MKZ Base

San Antonio, TX

UnscoredInsufficient · 0
$2,995183,132 mi

San Antonio, TX

2008 Mitsubishi Endeavor SE

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

2008 Mitsubishi Endeavor SE

San Antonio, TX

UnscoredInsufficient · 3
$2,995177,843 mi

Comparison: 3 similar vehicles

San Antonio, TX

2008 Honda Odyssey Touring

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

2008 Honda Odyssey Touring

San Antonio, TX

UnscoredInsufficient · 3
$2,995176,552 mi

Comparison: 3 similar vehicles

San Antonio, TX

2007 Ford Expedition XLT

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

2007 Ford Expedition XLT

San Antonio, TX

UnscoredInsufficient · 0
$2,995151,000 mi

San Antonio, TX

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

San Antonio, TX

UnscoredInsufficient · 3
$2,995132,333 mi

Comparison: 3 similar vehicles

San Antonio, TX

2006 Mitsubishi Lancer ES

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

2006 Mitsubishi Lancer ES

San Antonio, TX

UnscoredInsufficient · 0
$2,995200 mi

San Antonio, TX

2005 Honda Odyssey Touring

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

2005 Honda Odyssey Touring

San Antonio, TX

UnscoredInsufficient · 0
$2,995200 mi

San Antonio, TX

2004 Ford F-150 STX

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

2004 Ford F-150 STX

San Antonio, TX

UnscoredInsufficient · 0
$2,995151,111 mi

San Antonio, TX

2002 Pontiac Grand Am GT1

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

2002 Pontiac Grand Am GT1

San Antonio, TX

UnscoredInsufficient · 0
$2,995118,222 mi

San Antonio, TX

2002 Chevrolet Camaro Base

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

2002 Chevrolet Camaro Base

San Antonio, TX

UnscoredInsufficient · 0
$2,995143,921 mi

San Antonio, TX

2001 Mercedes-Benz C-Class C240

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

2001 Mercedes-Benz C-Class C240

San Antonio, TX

UnscoredInsufficient · 0
$2,995121,333 mi

San Antonio, TX

1985 Mercedes-Benz 300

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

1985 Mercedes-Benz 300

San Antonio, TX

UnscoredInsufficient · 0
$2,995298,346 mi

San Antonio, TX

2010 Chrysler Sebring Touring

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

2010 Chrysler Sebring Touring

San Antonio, TX

UnscoredInsufficient · 4
$2,998126,197 mi

Comparison: 4 similar vehicles

San Antonio, TX

2013 Ford Escape SE

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

2013 Ford Escape SE

Kirby, TX

UnscoredLimited · 5
$2,999143,782 mi

Comparison: 5 similar vehicles

Kirby, TX

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

San Antonio, TX

UnscoredLimited · 6
$2,999193,900 mi

Comparison: 6 similar vehicles

San Antonio, TX

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Kirby, TX

UnscoredInsufficient · 4
$2,999184,027 mi

Comparison: 4 similar vehicles

Kirby, TX

2000 Mercury Cougar

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

2000 Mercury Cougar

San Antonio, TX

UnscoredInsufficient · 0
$2,999127,628 mi

San Antonio, TX

2000 Jaguar XK Series XK8 Convertible

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

2000 Jaguar XK Series XK8 Convertible

Kirby, TX

UnscoredInsufficient · 0
$2,999102,323 mi

Kirby, TX

2016 Chevrolet Cruze Limited LS

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

2016 Chevrolet Cruze Limited LS

San Antonio, TX

UnscoredLimited · 13
$3,000201,978 mi

Comparison: 13 similar vehicles

San Antonio, TX

2011 Toyota Camry LE

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

2011 Toyota Camry LE

San Antonio, TX

UnscoredModerate · 33
$3,000277,376 mi

Comparison: 33 similar vehicles

San Antonio, TX

2010 Mitsubishi Lancer ES

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

2010 Mitsubishi Lancer ES

San Antonio, TX

UnscoredInsufficient · 0
$3,000189,000 mi

San Antonio, TX

2006 Audi A4 Base

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

2006 Audi A4 Base

San Antonio, TX

UnscoredInsufficient · 0
$3,000176,074 mi

San Antonio, TX

2006 BMW X3 3.0i

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

2006 BMW X3 3.0i

San Antonio, TX

UnscoredInsufficient · 0
$3,000133,001 mi

San Antonio, TX

2012 Hyundai Santa Fe Limited

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

2012 Hyundai Santa Fe Limited

San Antonio, TX

UnscoredLimited · 9
$3,200187,296 mi

Comparison: 9 similar vehicles

San Antonio, TX

2011 Mitsubishi Galant FE

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

2011 Mitsubishi Galant FE

Boerne, TX

UnscoredLimited · 9
$3,225260,042 mi

Comparison: 9 similar vehicles

Boerne, TX

2002 Volkswagen New Beetle Sport

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

2002 Volkswagen New Beetle Sport

Boerne, TX

UnscoredInsufficient · 0
$3,225149,512 mi

Boerne, TX

2008 Hyundai Elantra GLS

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

2008 Hyundai Elantra GLS

San Antonio, TX

UnscoredInsufficient · 0
$3,280160,968 mi

San Antonio, TX

2016 Dodge Journey SE

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

2016 Dodge Journey SE

San Antonio, TX

UnscoredLimited · 8
$3,495139,052 mi

Comparison: 8 similar vehicles

San Antonio, TX

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

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. iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale. TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers. Edmunds publishes car reviews and provides deal ratings on new and used listings. J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values. Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value. 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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