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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2003 Ford Explorer XLT

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

2003 Ford Explorer XLT

Carroll, OH

UnscoredModerate · 24
$1,400242,838 mi

Comparison: 24 similar vehicles

Carroll, OH

2005 Volvo XC90 Base

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

2005 Volvo XC90 Base

Eastlake, OH

UnscoredInsufficient · 0
$1,500168,447 mi

Eastlake, OH

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Columbus, OH

UnscoredInsufficient · 3
$1,550Mileage not verified

Comparison: 3 similar vehicles

Columbus, OH

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Heath, OH

UnscoredLimited · 6
$1,600166,084 mi

Comparison: 6 similar vehicles

Heath, OH

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Columbus, OH

UnscoredLimited · 12
$1,600Mileage not verified

Comparison: 12 similar vehicles

Columbus, OH

2005 Chevrolet Equinox LS

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

2005 Chevrolet Equinox LS

Youngstown, OH

UnscoredLimited · 8
$1,700161,853 mi

Comparison: 8 similar vehicles

Youngstown, OH

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Galloway, OH

UnscoredInsufficient · 4
$1,800174,480 mi

Comparison: 4 similar vehicles

Galloway, OH

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Columbus, OH

UnscoredLimited · 7
$1,893183,867 mi

Comparison: 7 similar vehicles

Columbus, OH

1998 GMC Jimmy SL

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

1998 GMC Jimmy SL

Perry, OH

UnscoredInsufficient · 0
$1,89894,000 mi

Perry, OH

No Photo

2010 Ford Escape Limited

Cincinnati, OH

UnscoredLimited · 11
$1,899151,861 mi

Comparison: 11 similar vehicles

Cincinnati, OH

2012 Hyundai Santa Fe Limited

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

2012 Hyundai Santa Fe Limited

Hamilton, OH

UnscoredLimited · 5
$1,900157,938 mi

Comparison: 5 similar vehicles

Hamilton, OH

No Photo

2009 Jeep Patriot Limited

Hamilton, OH

UnscoredInsufficient · 0
$1,900115,339 mi

Hamilton, OH

2011 Ford Flex Limited

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

2011 Ford Flex Limited

Willoughby Hills, OH

UnscoredLimited · 12
$1,943307,559 mi

Comparison: 12 similar vehicles

Willoughby Hills, OH

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Cincinnati, OH

UnscoredModerate · 23
$1,992192,967 mi

Comparison: 23 similar vehicles

Cincinnati, OH

2014 GMC Terrain SLT-2

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

2014 GMC Terrain SLT-2

Warren, OH

UnscoredInsufficient · 4
$1,995185,205 mi

Comparison: 4 similar vehicles

Warren, OH

2013 Ford Escape SE

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

2013 Ford Escape SE

Georgetown, OH

UnscoredRobust · 109
$1,995148,598 mi

Comparison: 109 similar vehicles

Georgetown, OH

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Painesville, OH

UnscoredModerate · 33
$1,995179,585 mi

Comparison: 33 similar vehicles

Painesville, OH

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Youngstown, OH

UnscoredModerate · 40
$1,995257,188 mi

Comparison: 40 similar vehicles

Youngstown, OH

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Cambridge, OH

UnscoredLimited · 6
$1,995200,941 mi

Comparison: 6 similar vehicles

Cambridge, OH

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Lowellville, OH

UnscoredInsufficient · 0
$1,995310,743 mi

Lowellville, OH

2000 Toyota Rav4 Base

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

2000 Toyota Rav4 Base

Brook Park, OH

UnscoredInsufficient · 0
$1,995203,000 mi

Brook Park, OH

2013 Jeep Patriot Latitude

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

2013 Jeep Patriot Latitude

Toledo, OH

UnscoredLimited · 15
$1,999137,148 mi

Comparison: 15 similar vehicles

Toledo, OH

No Photo

2012 Ford Escape XLT

Cleveland, OH

UnscoredLimited · 10
$2,000127,849 mi

Comparison: 10 similar vehicles

Cleveland, OH

2010 Jeep Liberty Limited

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

2010 Jeep Liberty Limited

Cincinnati, OH

UnscoredInsufficient · 0
$2,000142,707 mi

Cincinnati, OH

2005 GMC Envoy XL SLE

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

2005 GMC Envoy XL SLE

Sidney, OH

UnscoredInsufficient · 0
$2,000162,853 mi

Sidney, OH

2009 Nissan Murano LE

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

2009 Nissan Murano LE

Galion, OH

UnscoredInsufficient · 3
$2,100138,122 mi

Comparison: 3 similar vehicles

Galion, OH

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Kirtland, OH

UnscoredInsufficient · 4
$2,100241,056 mi

Comparison: 4 similar vehicles

Kirtland, OH

2004 Jeep Wrangler SE

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

2004 Jeep Wrangler SE

Bucyrus, OH

UnscoredInsufficient · 0
$2,150182,996 mi

Bucyrus, OH

2003 Buick Rendezvous FWD CX

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

2003 Buick Rendezvous FWD CX

Cleveland, OH

UnscoredInsufficient · 0
$2,195186,721 mi

Cleveland, OH

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

Middleburg Heights, OH

UnscoredLimited · 7
$2,198211,676 mi

Comparison: 7 similar vehicles

Middleburg Heights, OH

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Cleveland, OH

UnscoredModerate · 41
$2,200123,456 mi

Comparison: 41 similar vehicles

Cleveland, OH

2008 Nissan Xterra SE

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

2008 Nissan Xterra SE

Columbus, OH

UnscoredInsufficient · 0
$2,200208,865 mi

Columbus, OH

2008 Kia Sorento LX

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

2008 Kia Sorento LX

Cleveland, OH

UnscoredInsufficient · 0
$2,200113,000 mi

Cleveland, OH

2006 Nissan Xterra Off Road

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

2006 Nissan Xterra Off Road

Malta, OH

UnscoredInsufficient · 0
$2,200249,445 mi

Malta, OH

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

West Chester, OH

UnscoredLimited · 18
$2,200241,223 mi

Comparison: 18 similar vehicles

West Chester, OH

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Madison, OH

UnscoredLimited · 18
$2,233146,014 mi

Comparison: 18 similar vehicles

Madison, OH

2010 Jeep Patriot Sport

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

2010 Jeep Patriot Sport

Columbus, OH

UnscoredLimited · 5
$2,250127,944 mi

Comparison: 5 similar vehicles

Columbus, OH

2005 Ford Freestyle Limited

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

2005 Ford Freestyle Limited

Fostoria, OH

UnscoredInsufficient · 0
$2,292215,256 mi

Fostoria, OH

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Perry, OH

UnscoredInsufficient · 4
$2,295174,546 mi

Comparison: 4 similar vehicles

Perry, OH

2008 Acura RDX Base

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

2008 Acura RDX Base

Columbus, OH

UnscoredInsufficient · 4
$2,295218,036 mi

Comparison: 4 similar vehicles

Columbus, OH

2007 Honda CR-V EX

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

2007 Honda CR-V EX

Cincinnati, OH

UnscoredInsufficient · 4
$2,299151,022 mi

Comparison: 4 similar vehicles

Cincinnati, OH

2004 Toyota 4Runner SR5

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

2004 Toyota 4Runner SR5

Middleburg Heights, OH

UnscoredInsufficient · 3
$2,348326,101 mi

Comparison: 3 similar vehicles

Middleburg Heights, OH

2005 BMW X3 3.0i

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

2005 BMW X3 3.0i

Cincinnati, OH

UnscoredInsufficient · 0
$2,350239,909 mi

Cincinnati, OH

2000 Chevrolet Tahoe Base

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

2000 Chevrolet Tahoe Base

Columbus, OH

UnscoredInsufficient · 3
$2,392250,001 mi

Comparison: 3 similar vehicles

Columbus, OH

2008 Nissan Armada SE

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

2008 Nissan Armada SE

Lebanon, OH

UnscoredInsufficient · 3
$2,397215,318 mi

Comparison: 3 similar vehicles

Lebanon, OH

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Perry, OH

UnscoredLimited · 6
$2,399199,900 mi

Comparison: 6 similar vehicles

Perry, OH

No Photo

2012 Dodge Durango SXT

Cincinnati, OH

UnscoredInsufficient · 3
$2,399133,530 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Perry, OH

UnscoredLimited · 15
$2,399240,921 mi

Comparison: 15 similar vehicles

Perry, OH

No Photo

2009 Acura MDX Base

Cincinnati, OH

UnscoredInsufficient · 0
$2,399195,527 mi

Cincinnati, OH

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Cleveland, OH

UnscoredLimited · 8
$2,400152,000 mi

Comparison: 8 similar vehicles

Cleveland, OH

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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