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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 16, 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

19,442 listings found

1994 Geo Metro

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

1994 Geo Metro

El Paso, TX

UnscoredInsufficient · 0
$1,495197,021 mi

El Paso, TX

1986 Chevrolet Camaro

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

1986 Chevrolet Camaro

El Paso, TX

UnscoredInsufficient · 0
$1,50027,689 mi

El Paso, TX

2008 Chrysler Town & Country LX

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

2008 Chrysler Town & Country LX

El Paso, TX

UnscoredInsufficient · 0
$1,995191,876 mi

El Paso, TX

1994 Oldsmobile Achieva

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

1994 Oldsmobile Achieva

El Paso, TX

UnscoredInsufficient · 0
$2,295170,214 mi

El Paso, TX

2022 Chevrolet Trax LT

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

2022 Chevrolet Trax LT

El Paso, TX

UnscoredInsufficient · 0
$2,500109,843 mi

El Paso, TX

2010 Acura RDX Base

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

2010 Acura RDX Base

El Paso, TX

UnscoredInsufficient · 0
$2,800Mileage not verified

El Paso, TX

1999 Honda Accord LX

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

1999 Honda Accord LX

El Paso, TX

UnscoredInsufficient · 0
$2,990156,201 mi

El Paso, TX

2011 Hyundai Genesis Coupe Grand Touring

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

2011 Hyundai Genesis Coupe Grand Touring

El Paso, TX

UnscoredInsufficient · 0
$2,995152,092 mi

El Paso, TX

2009 BMW 5 Series 528i

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

2009 BMW 5 Series 528i

El Paso, TX

UnscoredInsufficient · 0
$2,995184,555 mi

El Paso, TX

2008 Nissan Versa S

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

2008 Nissan Versa S

El Paso, TX

UnscoredInsufficient · 0
$2,995107,899 mi

El Paso, TX

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

El Paso, TX

UnscoredInsufficient · 0
$2,995272,927 mi

El Paso, TX

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

El Paso, TX

UnscoredInsufficient · 0
$2,999Mileage not verified

El Paso, TX

2015 GMC Yukon XL Denali

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

2015 GMC Yukon XL Denali

El Paso, TX

UnscoredInsufficient · 4
$3,000190,457 mi

Comparison: 4 similar vehicles

El Paso, TX

2007 Suzuki XL7 Base

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

2007 Suzuki XL7 Base

Socorro, TX

UnscoredInsufficient · 0
$3,000152,320 mi

Socorro, TX

2010 Ford Explorer XLT

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

2010 Ford Explorer XLT

Anthony, TX

UnscoredInsufficient · 0
$3,150170,746 mi

Anthony, TX

No Photo

1999 Ford F-250 Super Duty XL

Canutillo, TX

UnscoredInsufficient · 0
$3,160Mileage not verified

Canutillo, TX

2004 Toyota Camry LE

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

2004 Toyota Camry LE

El Paso, TX

UnscoredInsufficient · 0
$3,250123,039 mi

El Paso, TX

2013 Dodge Grand Caravan SXT

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

2013 Dodge Grand Caravan SXT

El Paso, TX

UnscoredInsufficient · 0
$3,300236,972 mi

El Paso, TX

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

El Paso, TX

UnscoredInsufficient · 0
$3,300180,000 mi

El Paso, TX

2004 Honda Civic LX

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

2004 Honda Civic LX

El Paso, TX

UnscoredInsufficient · 0
$3,300250,000 mi

El Paso, TX

2006 BMW 5 Series 530i

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

2006 BMW 5 Series 530i

El Paso, TX

UnscoredInsufficient · 0
$3,400122,213 mi

El Paso, TX

2007 Suzuki Grand Vitara Base

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

2007 Suzuki Grand Vitara Base

El Paso, TX

UnscoredInsufficient · 0
$3,450148,795 mi

El Paso, TX

2016 Chevrolet Tahoe LT

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

2016 Chevrolet Tahoe LT

El Paso, TX

UnscoredInsufficient · 3
$3,500131,539 mi

Comparison: 3 similar vehicles

El Paso, TX

2012 Nissan Murano S

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

2012 Nissan Murano S

El Paso, TX

UnscoredInsufficient · 0
$3,500177,629 mi

El Paso, TX

2009 Nissan Maxima SV

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

2009 Nissan Maxima SV

El Paso, TX

UnscoredInsufficient · 0
$3,500112,219 mi

El Paso, TX

2009 Toyota Corolla S

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

2009 Toyota Corolla S

El Paso, TX

UnscoredInsufficient · 0
$3,500250,123 mi

El Paso, TX

2002 Pontiac Bonneville SSEi

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

2002 Pontiac Bonneville SSEi

El Paso, TX

UnscoredInsufficient · 0
$3,500171,368 mi

El Paso, TX

2001 Dodge Grand Caravan EX

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

2001 Dodge Grand Caravan EX

El Paso, TX

UnscoredInsufficient · 0
$3,500293,008 mi

El Paso, TX

1996 Dodge Ram 1500

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

1996 Dodge Ram 1500

El Paso, TX

UnscoredInsufficient · 0
$3,500209,651 mi

El Paso, TX

2010 Kia Forte EX

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

2010 Kia Forte EX

El Paso, TX

UnscoredInsufficient · 0
$3,700286,535 mi

El Paso, TX

1994 Jeep Wrangler / YJ

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

1994 Jeep Wrangler / YJ

El Paso, TX

UnscoredInsufficient · 0
$3,700100,000 mi

El Paso, TX

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

El Paso, TX

UnscoredInsufficient · 0
$3,900142,655 mi

El Paso, TX

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

El Paso, TX

UnscoredInsufficient · 0
$3,900125,215 mi

El Paso, TX

2014 Dodge Journey SE

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

2014 Dodge Journey SE

Anthony, TX

UnscoredInsufficient · 0
$3,950153,333 mi

Anthony, TX

2013 Ford Focus Titanium

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

2013 Ford Focus Titanium

Anthony, TX

Salvage title
$3,950196,905 mi

Anthony, TX

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

El Paso, TX

UnscoredInsufficient · 0
$3,995161,903 mi

El Paso, TX

2013 Ford Focus SE

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

2013 Ford Focus SE

El Paso, TX

UnscoredInsufficient · 3
$3,995143,000 mi

Comparison: 3 similar vehicles

El Paso, TX

2011 GMC Acadia Denali

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

2011 GMC Acadia Denali

El Paso, TX

UnscoredInsufficient · 0
$3,995173,883 mi

El Paso, TX

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

El Paso, TX

UnscoredInsufficient · 0
$3,995164,997 mi

El Paso, TX

2009 Volkswagen CC Sport

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

2009 Volkswagen CC Sport

El Paso, TX

UnscoredInsufficient · 0
$3,995126,569 mi

El Paso, TX

2007 Lexus LS Base

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

2007 Lexus LS Base

El Paso, TX

UnscoredInsufficient · 0
$3,995147,502 mi

El Paso, TX

2005 Nissan Pathfinder SE

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

2005 Nissan Pathfinder SE

El Paso, TX

UnscoredInsufficient · 0
$3,995149,660 mi

El Paso, TX

2003 Ford Explorer XLT

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

2003 Ford Explorer XLT

El Paso, TX

UnscoredInsufficient · 0
$3,995224,831 mi

El Paso, TX

2003 MINI S

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

2003 MINI S

El Paso, TX

UnscoredInsufficient · 0
$3,995167,254 mi

El Paso, TX

2002 Dodge Durango SLT

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

2002 Dodge Durango SLT

El Paso, TX

UnscoredInsufficient · 0
$3,995153,524 mi

El Paso, TX

1994 Chevrolet Camaro

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

1994 Chevrolet Camaro

El Paso, TX

UnscoredInsufficient · 0
$3,995231,785 mi

El Paso, TX

1986 Mercedes-Benz 300

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

1986 Mercedes-Benz 300

El Paso, TX

UnscoredInsufficient · 0
$3,995Mileage not verified

El Paso, TX

2011 Ford Fusion Hybrid

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

2011 Ford Fusion Hybrid

El Paso, TX

UnscoredInsufficient · 0
$3,999107,642 mi

El Paso, TX

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

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

El Paso, TX

UnscoredInsufficient · 0
$4,000168,606 mi

El Paso, 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. 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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