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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

10,388 listings found

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Anderson, IN

UnscoredModerate · 45
$1,095103,869 mi

Comparison: 45 similar vehicles

Anderson, IN

2003 Jeep Grand Cherokee LAREDO

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

2003 Jeep Grand Cherokee LAREDO

Anderson, IN

UnscoredLimited · 8
$2,840182,245 mi

Comparison: 8 similar vehicles

Anderson, IN

2007 Hyundai Santa Fe GLS

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

2007 Hyundai Santa Fe GLS

Dayton, OH

UnscoredLimited · 12
$2,899294,000 mi

Comparison: 12 similar vehicles

Dayton, OH

2003 Jeep Grand Cherokee LAREDO

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

2003 Jeep Grand Cherokee LAREDO

Dayton, OH

UnscoredLimited · 7
$2,950263,066 mi

Comparison: 7 similar vehicles

Dayton, OH

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Anderson, IN

UnscoredInsufficient · 3
$3,150125,763 mi

Comparison: 3 similar vehicles

Anderson, IN

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Anderson, IN

UnscoredModerate · 29
$3,200235,780 mi

Comparison: 29 similar vehicles

Anderson, IN

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Dayton, OH

UnscoredModerate · 36
$3,500229,295 mi

Comparison: 36 similar vehicles

Dayton, OH

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Muncie, IN

UnscoredModerate · 39
$3,500173,174 mi

Comparison: 39 similar vehicles

Muncie, IN

2006 Honda Pilot EX

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

2006 Honda Pilot EX

Van Wert, OH

UnscoredLimited · 13
$3,500191,836 mi

Comparison: 13 similar vehicles

Van Wert, OH

2012 Dodge Journey Crew

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

2012 Dodge Journey Crew

Bluffton, IN

UnscoredLimited · 5
$3,595196,000 mi

Comparison: 5 similar vehicles

Bluffton, IN

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Dayton, OH

UnscoredInsufficient · 4
$3,595188,890 mi

Comparison: 4 similar vehicles

Dayton, OH

2017 Jeep Patriot Sport

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

2017 Jeep Patriot Sport

Anderson, IN

UnscoredLimited · 7
$3,670131,159 mi

Comparison: 7 similar vehicles

Anderson, IN

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

New Castle, IN

UnscoredLimited · 13
$3,679186,463 mi

Comparison: 13 similar vehicles

New Castle, IN

2003 Ford Explorer XLT

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

2003 Ford Explorer XLT

Dunkirk, IN

UnscoredLimited · 5
$3,700174,150 mi

Comparison: 5 similar vehicles

Dunkirk, IN

2006 Hyundai Tucson GLS

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

2006 Hyundai Tucson GLS

Cambridge City, IN

UnscoredLimited · 7
$3,895114,097 mi

Comparison: 7 similar vehicles

Cambridge City, IN

2011 Kia Sportage LX

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

2011 Kia Sportage LX

Anderson, IN

UnscoredLimited · 8
$3,900215,603 mi

Comparison: 8 similar vehicles

Anderson, IN

2009 Toyota Highlander Base

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

2009 Toyota Highlander Base

Wapakoneta, OH

UnscoredLimited · 15
$3,991324,124 mi

Comparison: 15 similar vehicles

Wapakoneta, OH

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Anderson, IN

UnscoredInsufficient · 4
$3,991276,118 mi

Comparison: 4 similar vehicles

Anderson, IN

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Connersville, IN

UnscoredRobust · 68
$3,995127,612 mi

Comparison: 68 similar vehicles

Connersville, IN

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Germantown, OH

UnscoredLimited · 5
$3,995168,144 mi

Comparison: 5 similar vehicles

Germantown, OH

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Brookville, OH

UnscoredLimited · 13
$3,995241,202 mi

Comparison: 13 similar vehicles

Brookville, OH

No Photo

2007 Ford Escape XLT

Dayton, OH

UnscoredInsufficient · 3
$3,995150,525 mi

Comparison: 3 similar vehicles

Dayton, OH

2012 Hyundai Santa Fe GLS

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

2012 Hyundai Santa Fe GLS

Celina, OH

UnscoredLimited · 10
$3,997207,563 mi

Comparison: 10 similar vehicles

Celina, OH

2010 Ford Edge SE

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

2010 Ford Edge SE

Saint Marys, OH

UnscoredLimited · 5
$3,999157,998 mi

Comparison: 5 similar vehicles

Saint Marys, OH

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Anderson, IN

UnscoredInsufficient · 4
$4,061139,479 mi

Comparison: 4 similar vehicles

Anderson, IN

2008 GMC Yukon XL Denali

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

2008 GMC Yukon XL Denali

Anderson, IN

UnscoredLimited · 10
$4,200227,153 mi

Comparison: 10 similar vehicles

Anderson, IN

2010 Honda Pilot LX

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

2010 Honda Pilot LX

Anderson, IN

UnscoredLimited · 6
$4,250258,396 mi

Comparison: 6 similar vehicles

Anderson, IN

2007 Pontiac Torrent Base

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

2007 Pontiac Torrent Base

Cambridge City, IN

UnscoredInsufficient · 3
$4,295118,080 mi

Comparison: 3 similar vehicles

Cambridge City, IN

2003 Ford Explorer NBX

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

2003 Ford Explorer NBX

Anderson, IN

UnscoredInsufficient · 0
$4,299136,200 mi

Anderson, IN

2017 Jeep Patriot 75th Anniversary Edition

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

2017 Jeep Patriot 75th Anniversary Edition

Anderson, IN

UnscoredInsufficient · 0
$4,415117,974 mi

Anderson, IN

2013 GMC Terrain SLE-2

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

2013 GMC Terrain SLE-2

Moraine, OH

UnscoredRobust · 50
$4,432176,010 mi

Comparison: 50 similar vehicles

Moraine, OH

2014 Subaru Forester i Limited

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

2014 Subaru Forester i Limited

Dayton, OH

UnscoredModerate · 44
$4,475181,536 mi

Comparison: 44 similar vehicles

Dayton, OH

2011 Subaru Forester X

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

2011 Subaru Forester X

Dayton, OH

UnscoredLimited · 8
$4,475189,888 mi

Comparison: 8 similar vehicles

Dayton, OH

2004 Porsche Cayenne S

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

2004 Porsche Cayenne S

Fletcher, OH

UnscoredInsufficient · 0
$4,495168,713 mi

Fletcher, OH

2012 BMW X3 xDrive28i

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

2012 BMW X3 xDrive28i

Anderson, IN

UnscoredLimited · 10
$4,500134,435 mi

Comparison: 10 similar vehicles

Anderson, IN

2009 Honda Pilot EX-L

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

2009 Honda Pilot EX-L

Connersville, IN

UnscoredLimited · 8
$4,50094,082 mi

Comparison: 8 similar vehicles

Connersville, IN

2007 Hyundai Santa Fe Limited

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

2007 Hyundai Santa Fe Limited

Dayton, OH

UnscoredInsufficient · 0
$4,500166,845 mi

Dayton, OH

2007 Honda CR-V LX

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

2007 Honda CR-V LX

New Castle, IN

UnscoredLimited · 5
$4,500188,968 mi

Comparison: 5 similar vehicles

New Castle, IN

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Dayton, OH

UnscoredLimited · 10
$4,695146,161 mi

Comparison: 10 similar vehicles

Dayton, OH

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Anderson, IN

UnscoredLimited · 7
$4,775135,369 mi

Comparison: 7 similar vehicles

Anderson, IN

2014 Volvo XC90 3.2

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

2014 Volvo XC90 3.2

Anderson, IN

UnscoredInsufficient · 0
$4,790148,402 mi

Anderson, IN

2015 Chevrolet Equinox 2LT

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

2015 Chevrolet Equinox 2LT

New Lebanon, OH

UnscoredInsufficient · 3
$4,800167,435 mi

Comparison: 3 similar vehicles

New Lebanon, OH

2011 Acura MDX Technology & Entertainment Package

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

2011 Acura MDX Technology & Entertainment Package

Muncie, IN

UnscoredLimited · 6
$4,900205,522 mi

Comparison: 6 similar vehicles

Muncie, IN

2011 Kia Sportage LX

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

2011 Kia Sportage LX

Chesterfield, IN

UnscoredLimited · 6
$4,900160,000 mi

Comparison: 6 similar vehicles

Chesterfield, IN

2010 Chevrolet Equinox 2LT

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

2010 Chevrolet Equinox 2LT

Tipp City, OH

UnscoredLimited · 7
$4,900164,025 mi

Comparison: 7 similar vehicles

Tipp City, OH

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Tipp City, OH

UnscoredLimited · 6
$4,900179,542 mi

Comparison: 6 similar vehicles

Tipp City, OH

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Tipp City, OH

OverpricedLimited · 17
$4,900150,619 mi

Market: $2,000 – $4,400

Comparison: 17 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Tipp City, OH

2003 Cadillac Escalade Base

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

2003 Cadillac Escalade Base

Tipp City, OH

UnscoredInsufficient · 0
$4,900219,600 mi

Tipp City, OH

2001 Jeep Wrangler SPORT

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

2001 Jeep Wrangler SPORT

Berne, IN

UnscoredLimited · 12
$4,900163,325 mi

Comparison: 12 similar vehicles

Berne, IN

2012 Nissan JUKE SV

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

2012 Nissan JUKE SV

Dayton, OH

UnscoredLimited · 9
$4,975151,410 mi

Comparison: 9 similar vehicles

Dayton, OH

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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