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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

28,485 listings found

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Pasadena, TX

UnscoredLimited · 9
$1,500Mileage not verified

Comparison: 9 similar vehicles

Pasadena, TX

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Pasadena, TX

UnscoredLimited · 9
$1,500Mileage not verified

Comparison: 9 similar vehicles

Pasadena, TX

2013 Ford Explorer Base

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

2013 Ford Explorer Base

Pasadena, TX

UnscoredLimited · 6
$1,800Mileage not verified

Comparison: 6 similar vehicles

Pasadena, TX

2000 Dodge Durango SLT

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

2000 Dodge Durango SLT

Houston, TX

UnscoredInsufficient · 0
$1,899206,620 mi

Houston, TX

2014 Dodge Journey SE

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

2014 Dodge Journey SE

La Porte, TX

UnscoredInsufficient · 4
$1,995210,740 mi

Comparison: 4 similar vehicles

La Porte, TX

2007 Chevrolet Tahoe LS

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

2007 Chevrolet Tahoe LS

Pasadena, TX

UnscoredInsufficient · 4
$2,000Mileage not verified

Comparison: 4 similar vehicles

Pasadena, TX

2016 Cadillac SRX Luxury Collection

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

2016 Cadillac SRX Luxury Collection

Pasadena, TX

UnscoredLimited · 6
$2,500Mileage not verified

Comparison: 6 similar vehicles

Pasadena, TX

2014 Ford Edge Limited

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

2014 Ford Edge Limited

Pasadena, TX

UnscoredLimited · 6
$2,500Mileage not verified

Comparison: 6 similar vehicles

Pasadena, TX

2013 Cadillac SRX Luxury Collection

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

2013 Cadillac SRX Luxury Collection

Pasadena, TX

UnscoredLimited · 8
$2,500Mileage not verified

Comparison: 8 similar vehicles

Pasadena, TX

2011 Chevrolet Traverse 2LT

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

2011 Chevrolet Traverse 2LT

Angleton, TX

UnscoredInsufficient · 0
$2,500232,000 mi

Angleton, TX

2004 Mazda Tribute LX

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

2004 Mazda Tribute LX

Houston, TX

UnscoredInsufficient · 0
$2,550170,468 mi

Houston, TX

2011 Lincoln MKX Base

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

2011 Lincoln MKX Base

Houston, TX

UnscoredInsufficient · 3
$2,800335,180 mi

Comparison: 3 similar vehicles

Houston, TX

2010 Nissan Pathfinder LE

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

2010 Nissan Pathfinder LE

Houston, TX

UnscoredInsufficient · 3
$2,900227,642 mi

Comparison: 3 similar vehicles

Houston, TX

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Houston, TX

UnscoredInsufficient · 0
$2,900244,256 mi

Houston, TX

2003 Saturn VUE Base

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

2003 Saturn VUE Base

Houston, TX

UnscoredInsufficient · 0
$2,950165,000 mi

Houston, TX

2012 Ford Explorer Base

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

2012 Ford Explorer Base

Pasadena, TX

UnscoredInsufficient · 0
$2,995200,163 mi

Pasadena, TX

2010 Ford Edge SE

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

2010 Ford Edge SE

Houston, TX

UnscoredInsufficient · 0
$2,995290,520 mi

Houston, TX

2007 Chevrolet Suburban LT

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

2007 Chevrolet Suburban LT

Pasadena, TX

UnscoredInsufficient · 3
$2,995245,122 mi

Comparison: 3 similar vehicles

Pasadena, TX

2006 Suzuki Grand Vitara Premium

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

2006 Suzuki Grand Vitara Premium

Pasadena, TX

UnscoredInsufficient · 0
$2,995256,106 mi

Pasadena, TX

2004 Buick Rendezvous CX

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

2004 Buick Rendezvous CX

Rosenberg, TX

UnscoredInsufficient · 0
$2,995180,241 mi

Rosenberg, TX

2000 Chevrolet Suburban Base

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

2000 Chevrolet Suburban Base

Houston, TX

UnscoredInsufficient · 3
$2,995230,478 mi

Comparison: 3 similar vehicles

Houston, TX

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Pasadena, TX

UnscoredLimited · 13
$3,000Mileage not verified

Comparison: 13 similar vehicles

Pasadena, TX

2005 Toyota RAV4 Base

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

2005 Toyota RAV4 Base

Houston, TX

UnscoredInsufficient · 4
$3,000258,445 mi

Comparison: 4 similar vehicles

Houston, TX

2002 Kia Sportage 4-Door

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

2002 Kia Sportage 4-Door

Houston, TX

UnscoredInsufficient · 0
$3,000148,647 mi

Houston, TX

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Stafford, TX

UnscoredInsufficient · 0
$3,200145,000 mi

Stafford, TX

2007 Chevrolet Suburban LT

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

2007 Chevrolet Suburban LT

Houston, TX

UnscoredInsufficient · 3
$3,250205,000 mi

Comparison: 3 similar vehicles

Houston, TX

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Houston, TX

UnscoredInsufficient · 4
$3,250136,000 mi

Comparison: 4 similar vehicles

Houston, TX

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Pasadena, TX

UnscoredModerate · 22
$3,258135,372 mi

Comparison: 22 similar vehicles

Pasadena, TX

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Houston, TX

UnscoredLimited · 5
$3,300139,331 mi

Comparison: 5 similar vehicles

Houston, TX

2016 FIAT 500X Trekking

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

2016 FIAT 500X Trekking

Houston, TX

UnscoredInsufficient · 0
$3,349123,860 mi

Houston, TX

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Hitchcock, TX

UnscoredInsufficient · 0
$3,400196,820 mi

Hitchcock, 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

2010 Chevrolet Equinox 2LT

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

2010 Chevrolet Equinox 2LT

Pasadena, TX

UnscoredInsufficient · 3
$3,495Mileage not verified

Comparison: 3 similar vehicles

Pasadena, 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

2014 GMC Yukon SLT

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

2014 GMC Yukon SLT

Pasadena, TX

UnscoredInsufficient · 4
$3,500Mileage not verified

Comparison: 4 similar vehicles

Pasadena, TX

2011 Mazda CX-9 Grand Touring

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

2011 Mazda CX-9 Grand Touring

League City, TX

Salvage title
$3,525232,690 mi

League City, TX

2010 Mercury Mariner Base

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

2010 Mercury Mariner Base

Houston, TX

UnscoredInsufficient · 0
$3,750153,176 mi

Houston, TX

2008 Mazda CX-9 Touring

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

2008 Mazda CX-9 Touring

Sugar Land, TX

UnscoredInsufficient · 0
$3,800174,225 mi

Sugar Land, TX

2007 Acura MDX Technology Package

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

2007 Acura MDX Technology Package

Houston, TX

UnscoredInsufficient · 4
$3,840130,516 mi

Comparison: 4 similar vehicles

Houston, TX

2015 Jeep Compass Sport

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

2015 Jeep Compass Sport

Pasadena, TX

UnscoredLimited · 9
$3,875152,489 mi

Comparison: 9 similar vehicles

Pasadena, 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

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Houston, TX

UnscoredLimited · 5
$3,900155,008 mi

Comparison: 5 similar vehicles

Houston, TX

2008 Dodge Nitro SXT

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

2008 Dodge Nitro SXT

Sugar Land, TX

UnscoredInsufficient · 0
$3,900181,192 mi

Sugar Land, TX

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Houston, TX

UnscoredLimited · 9
$3,941161,447 mi

Comparison: 9 similar vehicles

Houston, TX

2014 Ford Escape SE

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

2014 Ford Escape SE

Houston, TX

UnscoredLimited · 13
$3,941168,025 mi

Comparison: 13 similar vehicles

Houston, TX

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Houston, TX

UnscoredLimited · 13
$3,941143,235 mi

Comparison: 13 similar vehicles

Houston, TX

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Houston, TX

UnscoredInsufficient · 4
$3,950201,148 mi

Comparison: 4 similar vehicles

Houston, TX

2012 Honda Pilot LX

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

2012 Honda Pilot LX

Houston, TX

Salvage title
$3,950164,166 mi

Houston, TX

2010 Dodge Nitro SE

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

2010 Dodge Nitro SE

Houston, TX

UnscoredInsufficient · 0
$3,950149,631 mi

Houston, TX

2008 Ford Escape XLS

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

2008 Ford Escape XLS

Houston, TX

UnscoredInsufficient · 0
$3,950120,000 mi

Houston, TX

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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