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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

15,631 listings found

2005 Dodge Durango SXT

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

2005 Dodge Durango SXT

Bunker Hill, WV

UnscoredInsufficient · 0
$1,495150,000 mi

Bunker Hill, WV

2017 Ford Escape SE

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

2017 Ford Escape SE

Weirton, WV

UnscoredModerate · 36
$2,995129,950 mi

Comparison: 36 similar vehicles

Weirton, WV

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Mannington, WV

UnscoredModerate · 31
$3,075162,643 mi

Comparison: 31 similar vehicles

Mannington, WV

2009 Hyundai Santa Fe GLS

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

2009 Hyundai Santa Fe GLS

Martinsburg, WV

UnscoredLimited · 8
$3,495174,926 mi

Comparison: 8 similar vehicles

Martinsburg, WV

2008 GMC Acadia SLT1

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

2008 GMC Acadia SLT1

Bunker Hill, WV

UnscoredInsufficient · 0
$3,495151,000 mi

Bunker Hill, WV

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Bunker Hill, WV

UnscoredLimited · 5
$3,495184,000 mi

Comparison: 5 similar vehicles

Bunker Hill, WV

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

Bunker Hill, WV

UnscoredLimited · 5
$3,495216,000 mi

Comparison: 5 similar vehicles

Bunker Hill, WV

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Winfield, WV

UnscoredLimited · 14
$3,500187,773 mi

Comparison: 14 similar vehicles

Winfield, WV

2010 Subaru Forester X

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

2010 Subaru Forester X

Winfield, WV

UnscoredLimited · 14
$3,800156,273 mi

Comparison: 14 similar vehicles

Winfield, WV

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Bridgeport, WV

UnscoredLimited · 7
$3,990160,434 mi

Comparison: 7 similar vehicles

Bridgeport, WV

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Martinsburg, WV

UnscoredInsufficient · 3
$3,995159,879 mi

Comparison: 3 similar vehicles

Martinsburg, WV

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Martinsburg, WV

UnscoredModerate · 24
$3,995169,456 mi

Comparison: 24 similar vehicles

Martinsburg, WV

2008 Dodge Nitro SXT

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

2008 Dodge Nitro SXT

Charleston, WV

UnscoredInsufficient · 0
$3,995164,151 mi

Charleston, WV

2001 Lexus RX 300

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

2001 Lexus RX 300

Berkeley Springs, WV

UnscoredInsufficient · 0
$4,000163,481 mi

Berkeley Springs, WV

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

Berkeley Springs, WV

UnscoredLimited · 5
$4,200190,120 mi

Comparison: 5 similar vehicles

Berkeley Springs, WV

2007 Acura RDX Base

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

2007 Acura RDX Base

Berkeley Springs, WV

UnscoredLimited · 8
$4,300173,825 mi

Comparison: 8 similar vehicles

Berkeley Springs, WV

2014 Dodge Journey SXT

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

2014 Dodge Journey SXT

Martinsburg, WV

UnscoredLimited · 10
$4,395143,787 mi

Comparison: 10 similar vehicles

Martinsburg, WV

2015 Jeep Cherokee Limited

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

2015 Jeep Cherokee Limited

Parkersburg, WV

UnscoredRobust · 61
$4,500191,998 mi

Comparison: 61 similar vehicles

Parkersburg, WV

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Saint Albans, WV

UnscoredModerate · 49
$4,500158,271 mi

Comparison: 49 similar vehicles

Saint Albans, WV

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

Parkersburg, WV

Fair PriceModerate · 24
$4,500102,546 mi

Market: $3,995 – $9,232

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Parkersburg, WV

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Winfield, WV

UnscoredLimited · 11
$4,500162,553 mi

Comparison: 11 similar vehicles

Winfield, WV

2002 Toyota Highlander Limited

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

2002 Toyota Highlander Limited

Berkeley Springs, WV

UnscoredInsufficient · 0
$4,500163,484 mi

Berkeley Springs, WV

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Saint Albans, WV

UnscoredModerate · 30
$4,600197,478 mi

Comparison: 30 similar vehicles

Saint Albans, WV

2013 Mitsubishi Outlander Sport ES

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

2013 Mitsubishi Outlander Sport ES

Winfield, WV

UnscoredLimited · 5
$4,800152,686 mi

Comparison: 5 similar vehicles

Winfield, WV

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

Saint Albans, WV

UnscoredLimited · 8
$4,800215,198 mi

Comparison: 8 similar vehicles

Saint Albans, WV

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Saint Albans, WV

UnscoredInsufficient · 3
$4,900118,898 mi

Comparison: 3 similar vehicles

Saint Albans, WV

2008 Ford Explorer Eddie Bauer

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

2008 Ford Explorer Eddie Bauer

Winfield, WV

UnscoredInsufficient · 0
$4,950251,492 mi

Winfield, WV

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

Clarksburg, WV

UnscoredRobust · 54
$4,994149,172 mi

Comparison: 54 similar vehicles

Clarksburg, WV

2014 Ford Escape SE

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

2014 Ford Escape SE

Parkersburg, WV

UnscoredRobust · 147
$4,995197,488 mi

Comparison: 147 similar vehicles

Parkersburg, WV

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Parkersburg, WV

UnscoredLimited · 7
$4,995132,562 mi

Comparison: 7 similar vehicles

Parkersburg, WV

2012 Subaru Forester X

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

2012 Subaru Forester X

Buckhannon, WV

UnscoredModerate · 28
$4,995128,837 mi

Comparison: 28 similar vehicles

Buckhannon, WV

2009 Jeep Liberty Sport

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

2009 Jeep Liberty Sport

Martinsburg, WV

UnscoredLimited · 8
$4,995116,585 mi

Comparison: 8 similar vehicles

Martinsburg, WV

2009 Jeep Grand Cherokee Laredo

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

2009 Jeep Grand Cherokee Laredo

Charleston, WV

UnscoredInsufficient · 3
$4,995139,611 mi

Comparison: 3 similar vehicles

Charleston, WV

2008 Chrysler Aspen Limited

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

2008 Chrysler Aspen Limited

Lewisburg, WV

UnscoredLimited · 8
$4,995222,943 mi

Comparison: 8 similar vehicles

Lewisburg, WV

2003 Jeep Wrangler SPORT

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

2003 Jeep Wrangler SPORT

Bunker Hill, WV

UnscoredLimited · 5
$4,995160,000 mi

Comparison: 5 similar vehicles

Bunker Hill, WV

2012 Dodge Journey Crew

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

2012 Dodge Journey Crew

Parkersburg, WV

UnscoredInsufficient · 0
$5,000169,728 mi

Parkersburg, WV

2012 Chevrolet Equinox 2LT

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

2012 Chevrolet Equinox 2LT

Ravenswood, WV

UnscoredLimited · 19
$5,450144,258 mi

Comparison: 19 similar vehicles

Ravenswood, WV

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Fairmont, WV

UnscoredModerate · 33
$5,450209,114 mi

Comparison: 33 similar vehicles

Fairmont, WV

2004 Ford Escape XLT

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

2004 Ford Escape XLT

Hedgesville, WV

UnscoredLimited · 7
$5,499Mileage not verified

Comparison: 7 similar vehicles

Hedgesville, WV

2018 Ford Explorer Base

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

2018 Ford Explorer Base

Winfield, WV

UnscoredLimited · 9
$5,500151,502 mi

Comparison: 9 similar vehicles

Winfield, WV

2013 Ford Expedition Limited

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

2013 Ford Expedition Limited

Martinsburg, WV

UnscoredModerate · 31
$5,500152,398 mi

Comparison: 31 similar vehicles

Martinsburg, WV

2012 Nissan Murano SL

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

2012 Nissan Murano SL

Bridgeport, WV

UnscoredLimited · 16
$5,521169,220 mi

Comparison: 16 similar vehicles

Bridgeport, WV

2016 GMC Terrain SLE-1

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

2016 GMC Terrain SLE-1

Martinsburg, WV

UnscoredLimited · 16
$5,595142,018 mi

Comparison: 16 similar vehicles

Martinsburg, WV

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Weirton, WV

UnscoredModerate · 48
$5,800143,475 mi

Comparison: 48 similar vehicles

Weirton, WV

2015 Jeep Compass Latitude

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

2015 Jeep Compass Latitude

Kearneysville, WV

UnscoredInsufficient · 4
$5,900157,026 mi

Comparison: 4 similar vehicles

Kearneysville, WV

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Winfield, WV

UnscoredRobust · 51
$5,900263,710 mi

Comparison: 51 similar vehicles

Winfield, WV

2010 Ford Explorer Eddie Bauer

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

2010 Ford Explorer Eddie Bauer

Winfield, WV

UnscoredInsufficient · 0
$5,900218,000 mi

Winfield, WV

2002 Ford Escape XLT Choice

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

2002 Ford Escape XLT Choice

Martinsburg, WV

UnscoredInsufficient · 0
$5,900195,867 mi

Martinsburg, WV

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Parkersburg, WV

UnscoredModerate · 28
$5,950177,097 mi

Comparison: 28 similar vehicles

Parkersburg, WV

2009 Kia Sorento LX

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

2009 Kia Sorento LX

Parkersburg, WV

UnscoredInsufficient · 0
$5,950161,596 mi

Parkersburg, WV

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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