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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 25, 2026

6M+

Unique vehicles analyzed

as of October 25, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

246 listings found

2012 Nissan Versa SL

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

2012 Nissan Versa SL

La Marque, TX

UnscoredInsufficient · 0
$2,000156,876 mi

La Marque, TX

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

La Marque, TX

UnscoredInsufficient · 0
$2,495159,364 mi

La Marque, TX

1998 Lexus ES 300

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

1998 Lexus ES 300

La Marque, TX

UnscoredInsufficient · 0
$2,495349,626 mi

La Marque, TX

2005 Chevrolet Express Cargo Base

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

2005 Chevrolet Express Cargo Base

La Marque, TX

UnscoredInsufficient · 0
$2,995203,201 mi

La Marque, TX

2017 Ford Focus SE

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

2017 Ford Focus SE

La Marque, TX

UnscoredLimited · 10
$3,495218,363 mi

Comparison: 10 similar vehicles

La Marque, TX

2014 Dodge Journey American Value Package

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

2014 Dodge Journey American Value Package

La Marque, TX

UnscoredInsufficient · 0
$3,495192,667 mi

La Marque, TX

2004 Cadillac SRX Base

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

2004 Cadillac SRX Base

La Marque, TX

UnscoredInsufficient · 0
$3,495146,387 mi

La Marque, TX

2010 Hyundai Tucson GLS

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

2010 Hyundai Tucson GLS

La Marque, TX

UnscoredLimited · 5
$3,895254,887 mi

Comparison: 5 similar vehicles

La Marque, TX

2012 Honda Odyssey EX-L

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

2012 Honda Odyssey EX-L

La Marque, TX

UnscoredLimited · 18
$3,995234,549 mi

Comparison: 18 similar vehicles

La Marque, TX

2008 Lincoln MKZ Base

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

2008 Lincoln MKZ Base

La Marque, TX

UnscoredInsufficient · 0
$3,995125,071 mi

La Marque, TX

2008 Honda CR-V LX

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

2008 Honda CR-V LX

La Marque, TX

UnscoredLimited · 7
$3,995236,504 mi

Comparison: 7 similar vehicles

La Marque, TX

2007 Lexus GS 350

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

2007 Lexus GS 350

La Marque, TX

UnscoredLimited · 5
$3,995211,029 mi

Comparison: 5 similar vehicles

La Marque, TX

2006 Honda CR-V LX

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

2006 Honda CR-V LX

La Marque, TX

UnscoredInsufficient · 0
$3,995220,118 mi

La Marque, TX

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

La Marque, TX

Salvage title
$3,995192,082 mi

La Marque, TX

No Photo

2000 Dodge Dakota SPORT

La Marque, TX

UnscoredInsufficient · 0
$3,995244,906 mi

La Marque, TX

2015 Cadillac SRX Standard

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

2015 Cadillac SRX Standard

La Marque, TX

UnscoredInsufficient · 0
$4,395243,691 mi

La Marque, TX

2019 Kia Soul +

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

2019 Kia Soul +

La Marque, TX

UnscoredLimited · 13
$4,495218,210 mi

Comparison: 13 similar vehicles

La Marque, TX

2007 Acura RDX Base

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

2007 Acura RDX Base

La Marque, TX

UnscoredInsufficient · 0
$4,495153,684 mi

La Marque, TX

2006 Land Rover LR3 SE

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

2006 Land Rover LR3 SE

La Marque, TX

UnscoredInsufficient · 0
$4,495184,192 mi

La Marque, TX

2013 Toyota Avalon XLE

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

2013 Toyota Avalon XLE

La Marque, TX

UnscoredInsufficient · 3
$4,795251,300 mi

Comparison: 3 similar vehicles

La Marque, TX

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

La Marque, TX

Salvage title
$4,995157,807 mi

La Marque, TX

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

La Marque, TX

UnscoredInsufficient · 0
$4,99536,636 mi

La Marque, TX

2006 Ford Fusion SEL

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

2006 Ford Fusion SEL

La Marque, TX

UnscoredInsufficient · 0
$4,995180,093 mi

La Marque, TX

1998 Ford F-700

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

1998 Ford F-700

La Marque, TX

UnscoredInsufficient · 0
$4,99546,729 mi

La Marque, TX

2016 Kia Soul +

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

2016 Kia Soul +

La Marque, TX

UnscoredInsufficient · 3
$5,495120,756 mi

Comparison: 3 similar vehicles

La Marque, TX

2012 Ford Edge SE

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

2012 Ford Edge SE

La Marque, TX

UnscoredInsufficient · 0
$5,495130,268 mi

La Marque, TX

2016 Chevrolet Malibu 1FL

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

2016 Chevrolet Malibu 1FL

La Marque, TX

UnscoredInsufficient · 0
$5,650183,589 mi

La Marque, TX

2014 Dodge Durango SXT

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

2014 Dodge Durango SXT

La Marque, TX

UnscoredInsufficient · 3
$5,995192,882 mi

Comparison: 3 similar vehicles

La Marque, TX

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

La Marque, TX

UnscoredLimited · 18
$5,995181,975 mi

Comparison: 18 similar vehicles

La Marque, TX

2012 Mercedes-Benz GL-Class GL450

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

2012 Mercedes-Benz GL-Class GL450

La Marque, TX

UnscoredLimited · 8
$5,995138,797 mi

Comparison: 8 similar vehicles

La Marque, TX

2011 Chevrolet Suburban LT

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

2011 Chevrolet Suburban LT

La Marque, TX

UnscoredInsufficient · 3
$5,995222,335 mi

Comparison: 3 similar vehicles

La Marque, TX

No Photo

2007 Nissan Xterra S

La Marque, TX

UnscoredInsufficient · 0
$5,995190,857 mi

La Marque, TX

2011 Nissan Maxima S

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

2011 Nissan Maxima S

La Marque, TX

UnscoredInsufficient · 0
$6,900145,445 mi

La Marque, TX

2012 Chevrolet Camaro 2LT

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

2012 Chevrolet Camaro 2LT

La Marque, TX

UnscoredLimited · 7
$6,995189,740 mi

Comparison: 7 similar vehicles

La Marque, TX

2008 Toyota Highlander Base

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

2008 Toyota Highlander Base

La Marque, TX

UnscoredLimited · 6
$6,995161,010 mi

Comparison: 6 similar vehicles

La Marque, TX

2007 Cadillac Professional Chassis

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

2007 Cadillac Professional Chassis

La Marque, TX

UnscoredInsufficient · 0
$6,99562,570 mi

La Marque, TX

2007 Jaguar XJ Series XJ8

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

2007 Jaguar XJ Series XJ8

La Marque, TX

UnscoredInsufficient · 0
$6,99590,175 mi

La Marque, TX

1989 Ford Bronco

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

1989 Ford Bronco

La Marque, TX

UnscoredInsufficient · 0
$6,99566,237 mi

La Marque, TX

No Photo

2008 Ford Explorer XLT

La Marque, TX

UnscoredInsufficient · 0
$7,49540,402 mi

La Marque, TX

2014 Nissan Armada Platinum

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

2014 Nissan Armada Platinum

La Marque, TX

UnscoredInsufficient · 3
$7,895171,369 mi

Comparison: 3 similar vehicles

La Marque, TX

2016 Dodge Journey R/T

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

2016 Dodge Journey R/T

La Marque, TX

UnscoredInsufficient · 3
$7,900121,698 mi

Comparison: 3 similar vehicles

La Marque, TX

2020 Nissan Rogue S

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

2020 Nissan Rogue S

La Marque, TX

UnscoredLimited · 5
$7,995165,364 mi

Comparison: 5 similar vehicles

La Marque, TX

2017 Ford Focus SE

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

2017 Ford Focus SE

La Marque, TX

UnscoredInsufficient · 0
$7,99541,089 mi

La Marque, TX

2017 Toyota Camry LE

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

2017 Toyota Camry LE

La Marque, TX

UnscoredInsufficient · 3
$7,995230,573 mi

Comparison: 3 similar vehicles

La Marque, TX

2017 Kia Sportage EX

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

2017 Kia Sportage EX

La Marque, TX

UnscoredLimited · 5
$7,995134,100 mi

Comparison: 5 similar vehicles

La Marque, TX

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

La Marque, TX

UnscoredInsufficient · 3
$7,995234,293 mi

Comparison: 3 similar vehicles

La Marque, TX

2010 Ford Mustang GT

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

2010 Ford Mustang GT

La Marque, TX

UnscoredInsufficient · 0
$7,995168,733 mi

La Marque, TX

No Photo

2007 Chevrolet Avalanche LT

La Marque, TX

UnscoredInsufficient · 0
$7,995225,032 mi

La Marque, TX

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

La Marque, TX

UnscoredInsufficient · 0
$7,995202,478 mi

La Marque, TX

2006 Honda Pilot EX

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

2006 Honda Pilot EX

La Marque, TX

UnscoredInsufficient · 0
$7,995Mileage not verified

La Marque, 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 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, and exports.
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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