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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

3,909 listings found

2010 Mercury Mariner Base

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

2010 Mercury Mariner Base

Winchester, KY

UnscoredInsufficient · 3
$2,750197,176 mi

Comparison: 3 similar vehicles

Winchester, KY

2006 Dodge Durango SXT

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

2006 Dodge Durango SXT

Winchester, KY

UnscoredInsufficient · 0
$2,750231,906 mi

Winchester, KY

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Morehead, KY

UnscoredModerate · 33
$2,999201,851 mi

Comparison: 33 similar vehicles

Morehead, KY

2011 GMC Yukon XL SLT

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

2011 GMC Yukon XL SLT

Morehead, KY

UnscoredInsufficient · 4
$3,000254,556 mi

Comparison: 4 similar vehicles

Morehead, KY

2007 Honda Element EX

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

2007 Honda Element EX

Winchester, KY

UnscoredInsufficient · 0
$3,350229,066 mi

Winchester, KY

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Olive Hill, KY

UnscoredLimited · 7
$3,400179,230 mi

Comparison: 7 similar vehicles

Olive Hill, KY

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Winchester, KY

UnscoredModerate · 42
$3,450175,499 mi

Comparison: 42 similar vehicles

Winchester, KY

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

Mount Sterling, KY

UnscoredLimited · 8
$3,694132,000 mi

Comparison: 8 similar vehicles

Mount Sterling, KY

2009 Acura MDX Technology Package

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

2009 Acura MDX Technology Package

Winchester, KY

UnscoredInsufficient · 3
$3,699252,852 mi

Comparison: 3 similar vehicles

Winchester, KY

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Hagerhill, KY

UnscoredModerate · 23
$3,950200,581 mi

Comparison: 23 similar vehicles

Hagerhill, KY

2016 Volkswagen Tiguan SEL

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

2016 Volkswagen Tiguan SEL

Winchester, KY

UnscoredInsufficient · 0
$3,990190,303 mi

Winchester, KY

2005 Chevrolet Equinox LS

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

2005 Chevrolet Equinox LS

Mount Sterling, KY

UnscoredInsufficient · 3
$3,995252,681 mi

Comparison: 3 similar vehicles

Mount Sterling, KY

2007 Mercedes-Benz M-Class ML320

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

2007 Mercedes-Benz M-Class ML320

Morehead, KY

UnscoredInsufficient · 0
$3,996212,000 mi

Morehead, KY

2017 Ford Escape SE

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

2017 Ford Escape SE

Mount Sterling, KY

UnscoredLimited · 8
$4,000197,172 mi

Comparison: 8 similar vehicles

Mount Sterling, KY

2017 Chevrolet Trax LT

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

2017 Chevrolet Trax LT

Morehead, KY

UnscoredModerate · 44
$4,000156,352 mi

Comparison: 44 similar vehicles

Morehead, KY

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Morehead, KY

UnscoredRobust · 57
$4,000163,139 mi

Comparison: 57 similar vehicles

Morehead, KY

2005 Toyota RAV4 Base

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

2005 Toyota RAV4 Base

Morehead, KY

UnscoredInsufficient · 0
$4,000202,980 mi

Morehead, KY

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Winchester, KY

UnscoredRobust · 71
$4,150163,502 mi

Comparison: 71 similar vehicles

Winchester, KY

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

Winchester, KY

UnscoredLimited · 16
$4,150391,985 mi

Comparison: 16 similar vehicles

Winchester, KY

2013 Ford Escape SE

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

2013 Ford Escape SE

Morehead, KY

UnscoredRobust · 77
$4,400165,570 mi

Comparison: 77 similar vehicles

Morehead, KY

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Olive Hill, KY

UnscoredLimited · 6
$4,400167,041 mi

Comparison: 6 similar vehicles

Olive Hill, KY

2017 GMC Terrain SLE-1

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

2017 GMC Terrain SLE-1

Morehead, KY

UnscoredModerate · 44
$4,500169,588 mi

Comparison: 44 similar vehicles

Morehead, KY

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Morehead, KY

UnscoredLimited · 18
$4,650162,839 mi

Comparison: 18 similar vehicles

Morehead, KY

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Winchester, KY

UnscoredLimited · 10
$4,750164,571 mi

Comparison: 10 similar vehicles

Winchester, KY

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Morehead, KY

UnscoredModerate · 43
$4,795177,929 mi

Comparison: 43 similar vehicles

Morehead, KY

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Morehead, KY

UnscoredModerate · 37
$4,857200,418 mi

Comparison: 37 similar vehicles

Morehead, KY

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

Olive Hill, KY

UnscoredLimited · 13
$4,900162,365 mi

Comparison: 13 similar vehicles

Olive Hill, KY

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Olive Hill, KY

UnscoredModerate · 38
$4,900164,429 mi

Comparison: 38 similar vehicles

Olive Hill, KY

2012 Chevrolet Captiva Sport 2LS

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

2012 Chevrolet Captiva Sport 2LS

Olive Hill, KY

UnscoredInsufficient · 3
$4,900119,367 mi

Comparison: 3 similar vehicles

Olive Hill, KY

2005 GMC Envoy XL SLT

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

2005 GMC Envoy XL SLT

Olive Hill, KY

UnscoredInsufficient · 0
$4,900215,557 mi

Olive Hill, KY

2005 Nissan Pathfinder LE

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

2005 Nissan Pathfinder LE

Winchester, KY

UnscoredInsufficient · 0
$4,950210,657 mi

Winchester, KY

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Morehead, KY

UnscoredRobust · 191
$4,994197,500 mi

Comparison: 191 similar vehicles

Morehead, KY

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Mount Sterling, KY

UnscoredLimited · 17
$4,995200,849 mi

Comparison: 17 similar vehicles

Mount Sterling, KY

2007 Jeep Compass Sport

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

2007 Jeep Compass Sport

Mount Sterling, KY

UnscoredInsufficient · 3
$4,995227,308 mi

Comparison: 3 similar vehicles

Mount Sterling, KY

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Morehead, KY

UnscoredRobust · 100
$4,996154,633 mi

Comparison: 100 similar vehicles

Morehead, KY

2016 Jeep Cherokee Limited

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

2016 Jeep Cherokee Limited

Sandy Hook, KY

UnscoredModerate · 28
$4,999199,200 mi

Comparison: 28 similar vehicles

Sandy Hook, KY

2016 Jeep Renegade Trailhawk

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

2016 Jeep Renegade Trailhawk

Winchester, KY

UnscoredInsufficient · 4
$4,999183,861 mi

Comparison: 4 similar vehicles

Winchester, KY

2017 GMC Acadia SLE-1

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

2017 GMC Acadia SLE-1

Morehead, KY

UnscoredLimited · 6
$5,000198,380 mi

Comparison: 6 similar vehicles

Morehead, KY

2013 Toyota Highlander Limited Hybrid

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

2013 Toyota Highlander Limited Hybrid

Morehead, KY

UnscoredInsufficient · 0
$5,000324,170 mi

Morehead, KY

2010 Kia Sportage LX

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

2010 Kia Sportage LX

Louisa, KY

UnscoredInsufficient · 0
$5,000144,070 mi

Louisa, KY

2002 Chevrolet Tahoe LS

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

2002 Chevrolet Tahoe LS

Ivel, KY

UnscoredInsufficient · 4
$5,000289,892 mi

Comparison: 4 similar vehicles

Ivel, KY

2016 Ford Edge SE

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

2016 Ford Edge SE

Morehead, KY

UnscoredLimited · 18
$5,200134,843 mi

Comparison: 18 similar vehicles

Morehead, KY

2014 Subaru Forester i

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

2014 Subaru Forester i

Morehead, KY

UnscoredModerate · 46
$5,200132,511 mi

Comparison: 46 similar vehicles

Morehead, KY

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Mount Sterling, KY

UnscoredLimited · 17
$5,252265,392 mi

Comparison: 17 similar vehicles

Mount Sterling, KY

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Clay City, KY

UnscoredModerate · 47
$5,300167,103 mi

Comparison: 47 similar vehicles

Clay City, KY

2013 GMC Yukon SLT

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

2013 GMC Yukon SLT

Mount Sterling, KY

UnscoredInsufficient · 4
$5,309279,148 mi

Comparison: 4 similar vehicles

Mount Sterling, KY

2013 GMC Terrain SLE-1

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

2013 GMC Terrain SLE-1

Mount Sterling, KY

UnscoredLimited · 19
$5,495141,000 mi

Comparison: 19 similar vehicles

Mount Sterling, KY

2010 Jeep Patriot Sport

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

2010 Jeep Patriot Sport

Winchester, KY

UnscoredLimited · 5
$5,699116,939 mi

Comparison: 5 similar vehicles

Winchester, KY

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Olive Hill, KY

UnscoredModerate · 41
$5,900161,012 mi

Comparison: 41 similar vehicles

Olive Hill, KY

2011 Toyota RAV4 Limited

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

2011 Toyota RAV4 Limited

Hazard, KY

UnscoredLimited · 9
$5,900Mileage not verified

Comparison: 9 similar vehicles

Hazard, KY

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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