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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

3,873 listings found

2011 Jeep Patriot Latitude X

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

2011 Jeep Patriot Latitude X

Huntsville, TX

UnscoredInsufficient · 0
$3,750148,531 mi

Huntsville, TX

2006 GMC Envoy Denali

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

2006 GMC Envoy Denali

Hempstead, TX

UnscoredInsufficient · 0
$4,500190,545 mi

Hempstead, TX

2006 Ford Expedition King Ranch

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

2006 Ford Expedition King Ranch

Huntsville, TX

UnscoredInsufficient · 0
$4,850180,295 mi

Huntsville, TX

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Tomball, TX

UnscoredLimited · 11
$4,970194,036 mi

Comparison: 11 similar vehicles

Tomball, TX

No Photo

2004 Ford Explorer XLT

Bellville, TX

UnscoredInsufficient · 0
$4,995Mileage not verified

Bellville, TX

2015 Ford Explorer Limited

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

2015 Ford Explorer Limited

Magnolia, TX

UnscoredLimited · 5
$5,195170,348 mi

Comparison: 5 similar vehicles

Magnolia, TX

2008 Jeep Commander Sport

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

2008 Jeep Commander Sport

Brenham, TX

UnscoredInsufficient · 0
$5,255233,722 mi

Brenham, TX

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Magnolia, TX

UnscoredInsufficient · 3
$5,340174,244 mi

Comparison: 3 similar vehicles

Magnolia, TX

2012 BMW X3 xDrive28i

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

2012 BMW X3 xDrive28i

Magnolia, TX

UnscoredInsufficient · 4
$5,385143,829 mi

Comparison: 4 similar vehicles

Magnolia, TX

2016 Hyundai Tucson SE

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

2016 Hyundai Tucson SE

Magnolia, TX

UnscoredLimited · 11
$5,500160,074 mi

Comparison: 11 similar vehicles

Magnolia, TX

2014 Ford Escape SE

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

2014 Ford Escape SE

Huntsville, TX

UnscoredModerate · 48
$5,500134,973 mi

Comparison: 48 similar vehicles

Huntsville, TX

2011 BMW X3 xDrive28i

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

2011 BMW X3 xDrive28i

Tomball, TX

UnscoredInsufficient · 0
$5,900163,969 mi

Tomball, TX

2012 Acura MDX Technology Package

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

2012 Acura MDX Technology Package

Magnolia, TX

UnscoredLimited · 12
$6,375189,340 mi

Comparison: 12 similar vehicles

Magnolia, TX

2006 Acura MDX Touring Package

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

2006 Acura MDX Touring Package

Magnolia, TX

UnscoredInsufficient · 3
$6,465130,101 mi

Comparison: 3 similar vehicles

Magnolia, TX

2011 Hyundai Santa Fe SE

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

2011 Hyundai Santa Fe SE

Magnolia, TX

UnscoredInsufficient · 0
$6,470121,298 mi

Magnolia, TX

2007 Lexus RX 350

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

2007 Lexus RX 350

Magnolia, TX

UnscoredModerate · 28
$6,495149,606 mi

Comparison: 28 similar vehicles

Magnolia, TX

2019 Mitsubishi Outlander Sport ES

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

2019 Mitsubishi Outlander Sport ES

Bryan, TX

UnscoredModerate · 38
$6,500167,200 mi

Comparison: 38 similar vehicles

Bryan, TX

2015 Dodge Journey CrossRoad

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

2015 Dodge Journey CrossRoad

Huntsville, TX

UnscoredLimited · 6
$6,500146,310 mi

Comparison: 6 similar vehicles

Huntsville, TX

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Bryan, TX

UnscoredLimited · 14
$6,550122,775 mi

Comparison: 14 similar vehicles

Bryan, TX

2012 Nissan Pathfinder SV

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

2012 Nissan Pathfinder SV

Magnolia, TX

UnscoredInsufficient · 4
$6,650138,072 mi

Comparison: 4 similar vehicles

Magnolia, TX

2017 Jeep Cherokee Trailhawk

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

2017 Jeep Cherokee Trailhawk

Bryan, TX

UnscoredLimited · 8
$6,900201,475 mi

Comparison: 8 similar vehicles

Bryan, TX

2009 INFINITI FX 35

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

2009 INFINITI FX 35

College Station, TX

UnscoredInsufficient · 0
$6,900157,895 mi

College Station, TX

2021 GMC Terrain SLT

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

2021 GMC Terrain SLT

Magnolia, TX

UnscoredInsufficient · 3
$6,995218,576 mi

Comparison: 3 similar vehicles

Magnolia, TX

No Photo

2014 Lincoln MKT Base

Bellville, TX

UnscoredInsufficient · 0
$6,995Mileage not verified

Bellville, TX

2012 Toyota RAV4 Base

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

2012 Toyota RAV4 Base

Magnolia, TX

UnscoredLimited · 11
$6,995170,652 mi

Comparison: 11 similar vehicles

Magnolia, TX

No Photo

2003 Jeep Grand Cherokee LAREDO

Bellville, TX

UnscoredInsufficient · 0
$6,995111,000 mi

Bellville, TX

No Photo

2003 Chevrolet Suburban LS

Bellville, TX

UnscoredLimited · 17
$6,995198,866 mi

Comparison: 17 similar vehicles

Bellville, TX

2014 Jeep Wrangler Sport

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

2014 Jeep Wrangler Sport

Magnolia, TX

UnscoredLimited · 9
$7,00077,591 mi

Comparison: 9 similar vehicles

Magnolia, TX

2012 Honda CR-V EX-L

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

2012 Honda CR-V EX-L

Magnolia, TX

UnscoredLimited · 8
$7,000176,762 mi

Comparison: 8 similar vehicles

Magnolia, TX

2002 Jeep Wrangler SAHARA

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

2002 Jeep Wrangler SAHARA

Caldwell, TX

UnscoredInsufficient · 0
$7,142128,391 mi

Caldwell, TX

2009 Honda Pilot Touring

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

2009 Honda Pilot Touring

Magnolia, TX

UnscoredInsufficient · 0
$7,150173,103 mi

Magnolia, TX

2011 Lincoln MKX Base

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

2011 Lincoln MKX Base

Navasota, TX

UnscoredLimited · 8
$7,156222,129 mi

Comparison: 8 similar vehicles

Navasota, TX

2009 Jeep Patriot Sport

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

2009 Jeep Patriot Sport

Bellville, TX

UnscoredLimited · 7
$7,250104,249 mi

Comparison: 7 similar vehicles

Bellville, TX

2013 Volkswagen Touareg Sport

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

2013 Volkswagen Touareg Sport

Tomball, TX

UnscoredInsufficient · 0
$7,299164,707 mi

Tomball, TX

2015 Ford Expedition Limited

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

2015 Ford Expedition Limited

Magnolia, TX

UnscoredLimited · 5
$7,450156,636 mi

Comparison: 5 similar vehicles

Magnolia, TX

2013 Audi Q7 Premium

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

2013 Audi Q7 Premium

Tomball, TX

UnscoredInsufficient · 3
$7,499165,987 mi

Comparison: 3 similar vehicles

Tomball, TX

2017 Honda CR-V EX-L

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

2017 Honda CR-V EX-L

Magnolia, TX

UnscoredLimited · 6
$7,50094,602 mi

Comparison: 6 similar vehicles

Magnolia, TX

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Bellville, TX

UnscoredLimited · 5
$7,90072,276 mi

Comparison: 5 similar vehicles

Bellville, TX

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Navasota, TX

UnscoredInsufficient · 3
$7,988128,159 mi

Comparison: 3 similar vehicles

Navasota, TX

2014 Honda CR-V EX

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

2014 Honda CR-V EX

Bryan, TX

UnscoredRobust · 98
$7,988170,603 mi

Comparison: 98 similar vehicles

Bryan, TX

2017 Jeep Patriot Sport

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

2017 Jeep Patriot Sport

Huntsville, TX

UnscoredLimited · 15
$7,995144,588 mi

Comparison: 15 similar vehicles

Huntsville, TX

2012 Jeep Liberty Jet Edition

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

2012 Jeep Liberty Jet Edition

Magnolia, TX

UnscoredInsufficient · 0
$7,995139,807 mi

Magnolia, TX

2008 Ford Expedition Limited

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

2008 Ford Expedition Limited

Magnolia, TX

UnscoredLimited · 6
$7,995202,817 mi

Comparison: 6 similar vehicles

Magnolia, TX

2007 Toyota RAV4 Sport

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

2007 Toyota RAV4 Sport

Magnolia, TX

UnscoredInsufficient · 0
$7,995177,494 mi

Magnolia, TX

2016 Ford Expedition XLT

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

2016 Ford Expedition XLT

Caldwell, TX

UnscoredLimited · 7
$8,152182,415 mi

Comparison: 7 similar vehicles

Caldwell, TX

2018 Nissan Rogue SL

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

2018 Nissan Rogue SL

Huntsville, TX

UnscoredRobust · 50
$8,212189,880 mi

Comparison: 50 similar vehicles

Huntsville, TX

2005 Chevrolet Tahoe LS

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

2005 Chevrolet Tahoe LS

Chappell Hill, TX

UnscoredLimited · 10
$8,295149,000 mi

Comparison: 10 similar vehicles

Chappell Hill, TX

2016 Acura MDX Technology Package

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

2016 Acura MDX Technology Package

Magnolia, TX

UnscoredLimited · 11
$8,400201,848 mi

Comparison: 11 similar vehicles

Magnolia, TX

2014 Lincoln MKX Base

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

2014 Lincoln MKX Base

Huntsville, TX

UnscoredLimited · 17
$8,500122,801 mi

Comparison: 17 similar vehicles

Huntsville, TX

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Huntsville, TX

UnscoredRobust · 70
$8,500127,273 mi

Comparison: 70 similar vehicles

Huntsville, 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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