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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

16,813 listings found

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Bucyrus, OH

UnscoredRobust · 245
$2,995203,510 mi

Comparison: 245 similar vehicles

Bucyrus, OH

2012 Ford Edge SE

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

2012 Ford Edge SE

Bucyrus, OH

UnscoredLimited · 19
$2,995207,986 mi

Comparison: 19 similar vehicles

Bucyrus, OH

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Columbus, OH

UnscoredLimited · 19
$2,995168,058 mi

Comparison: 19 similar vehicles

Columbus, OH

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Marion, OH

UnscoredLimited · 15
$2,999174,477 mi

Comparison: 15 similar vehicles

Marion, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Columbus, OH

UnscoredInsufficient · 3
$3,200211,025 mi

Comparison: 3 similar vehicles

Columbus, OH

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Bucyrus, OH

UnscoredLimited · 5
$3,250242,652 mi

Comparison: 5 similar vehicles

Bucyrus, OH

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Columbus, OH

UnscoredLimited · 12
$3,295206,810 mi

Comparison: 12 similar vehicles

Columbus, OH

2013 Ford Escape SE

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

2013 Ford Escape SE

Columbus, OH

UnscoredLimited · 14
$3,495147,256 mi

Comparison: 14 similar vehicles

Columbus, OH

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Columbus, OH

UnscoredRobust · 58
$3,495156,521 mi

Comparison: 58 similar vehicles

Columbus, OH

2008 Ford Edge SE

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

2008 Ford Edge SE

Marion, OH

UnscoredLimited · 15
$3,499201,788 mi

Comparison: 15 similar vehicles

Marion, OH

No Photo

2007 Ford Explorer XLT

Marion, OH

UnscoredLimited · 5
$3,499173,758 mi

Comparison: 5 similar vehicles

Marion, OH

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

2014 Nissan Rogue S

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

2014 Nissan Rogue S

Findlay, OH

UnscoredLimited · 19
$3,728219,386 mi

Comparison: 19 similar vehicles

Findlay, OH

2015 Dodge Journey SXT

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

2015 Dodge Journey SXT

Springfield, OH

UnscoredInsufficient · 3
$3,900149,773 mi

Comparison: 3 similar vehicles

Springfield, OH

2015 Honda Pilot Touring

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

2015 Honda Pilot Touring

London, OH

UnscoredLimited · 8
$3,900286,304 mi

Comparison: 8 similar vehicles

London, OH

2009 Dodge Journey SXT

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

2009 Dodge Journey SXT

Columbus, OH

UnscoredModerate · 23
$3,950186,260 mi

Comparison: 23 similar vehicles

Columbus, OH

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Lima, OH

UnscoredModerate · 27
$3,950148,143 mi

Comparison: 27 similar vehicles

Lima, OH

2011 Dodge Nitro Heat

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

2011 Dodge Nitro Heat

Tipp City, OH

UnscoredLimited · 10
$3,990160,184 mi

Comparison: 10 similar vehicles

Tipp City, OH

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 · 16
$3,991324,124 mi

Comparison: 16 similar vehicles

Wapakoneta, OH

2011 Mercedes-Benz M-Class ML350

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

2011 Mercedes-Benz M-Class ML350

Columbus, OH

UnscoredLimited · 17
$3,995168,499 mi

Comparison: 17 similar vehicles

Columbus, OH

2009 Kia Borrego LX

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

2009 Kia Borrego LX

Columbus, OH

UnscoredInsufficient · 4
$3,995380,000 mi

Comparison: 4 similar vehicles

Columbus, OH

No Photo

2007 Ford Escape XLT

Dayton, OH

UnscoredInsufficient · 3
$3,995150,525 mi

Comparison: 3 similar vehicles

Dayton, OH

2007 Jeep Compass Limited

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

2007 Jeep Compass Limited

Columbus, OH

UnscoredInsufficient · 3
$3,995153,458 mi

Comparison: 3 similar vehicles

Columbus, 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 · 11
$3,997207,563 mi

Comparison: 11 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

Celina, OH

UnscoredLimited · 8
$3,999157,998 mi

Comparison: 8 similar vehicles

Celina, OH

2017 Ford Escape S

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

2017 Ford Escape S

Sidney, OH

UnscoredInsufficient · 3
$4,000119,229 mi

Comparison: 3 similar vehicles

Sidney, OH

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Galloway, OH

UnscoredInsufficient · 3
$4,200159,633 mi

Comparison: 3 similar vehicles

Galloway, OH

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Columbus, OH

UnscoredInsufficient · 3
$4,200163,006 mi

Comparison: 3 similar vehicles

Columbus, OH

2010 Hyundai Tucson GLS

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

2010 Hyundai Tucson GLS

Findlay, OH

UnscoredLimited · 7
$4,236192,604 mi

Comparison: 7 similar vehicles

Findlay, OH

2007 Chevrolet Suburban LT

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

2007 Chevrolet Suburban LT

Columbus, OH

UnscoredLimited · 12
$4,364247,001 mi

Comparison: 12 similar vehicles

Columbus, OH

2015 Subaru Forester i

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

2015 Subaru Forester i

Findlay, OH

UnscoredRobust · 54
$4,386172,000 mi

Comparison: 54 similar vehicles

Findlay, OH

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

London, OH

UnscoredLimited · 12
$4,388213,005 mi

Comparison: 12 similar vehicles

London, OH

2004 Chevrolet Tahoe LS

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

2004 Chevrolet Tahoe LS

Bellefontaine, OH

UnscoredLimited · 10
$4,400241,265 mi

Comparison: 10 similar vehicles

Bellefontaine, 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 · 43
$4,475181,536 mi

Comparison: 43 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

2007 Ford Freestyle SEL

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

2007 Ford Freestyle SEL

Hilliard, OH

UnscoredInsufficient · 0
$4,495157,604 mi

Hilliard, 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

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Columbus, OH

UnscoredLimited · 6
$4,500167,505 mi

Comparison: 6 similar vehicles

Columbus, OH

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Columbus, OH

UnscoredModerate · 33
$4,500140,235 mi

Comparison: 33 similar vehicles

Columbus, OH

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 BMW X5 3.0si

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

2007 BMW X5 3.0si

Columbus, OH

UnscoredInsufficient · 3
$4,500132,355 mi

Comparison: 3 similar vehicles

Columbus, OH

2014 Ford Escape SE

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

2014 Ford Escape SE

Columbus, OH

UnscoredLimited · 19
$4,800174,980 mi

Comparison: 19 similar vehicles

Columbus, OH

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Bucyrus, OH

UnscoredRobust · 248
$4,850120,126 mi

Comparison: 248 similar vehicles

Bucyrus, OH

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Delaware, OH

UnscoredRobust · 115
$4,895164,276 mi

Comparison: 115 similar vehicles

Delaware, OH

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 · 9
$4,900164,025 mi

Comparison: 9 similar vehicles

Tipp City, OH

2010 Kia Sportage LX

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

2010 Kia Sportage LX

Bucyrus, OH

UnscoredInsufficient · 3
$4,900123,900 mi

Comparison: 3 similar vehicles

Bucyrus, 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 · 5
$4,900179,542 mi

Comparison: 5 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

2017 Ford Escape SE

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

2017 Ford Escape SE

Columbus, OH

Salvage title
$4,950149,664 mi

Columbus, 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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