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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 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

2,893 listings found

2002 Ford Explorer XLS

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

2002 Ford Explorer XLS

Lebanon, VA

UnscoredInsufficient · 0
$3,200301,213 mi

Lebanon, VA

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Abingdon, VA

UnscoredLimited · 5
$3,995225,693 mi

Comparison: 5 similar vehicles

Abingdon, VA

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

Fort Chiswell, VA

UnscoredLimited · 6
$4,600158,206 mi

Comparison: 6 similar vehicles

Fort Chiswell, VA

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Abingdon, VA

UnscoredLimited · 8
$4,995158,969 mi

Comparison: 8 similar vehicles

Abingdon, VA

2016 Volkswagen Tiguan S

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

2016 Volkswagen Tiguan S

Abingdon, VA

UnscoredModerate · 21
$5,209178,629 mi

Comparison: 21 similar vehicles

Abingdon, VA

2014 Chevrolet Equinox 2LT

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

2014 Chevrolet Equinox 2LT

Abingdon, VA

UnscoredModerate · 24
$5,399205,342 mi

Comparison: 24 similar vehicles

Abingdon, VA

2008 Lincoln MKX Base

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

2008 Lincoln MKX Base

Pounding Mill, VA

UnscoredInsufficient · 4
$5,500185,939 mi

Comparison: 4 similar vehicles

Pounding Mill, VA

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Honaker, VA

UnscoredLimited · 10
$5,800186,333 mi

Comparison: 10 similar vehicles

Honaker, VA

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Bristol, VA

UnscoredModerate · 27
$5,995165,450 mi

Comparison: 27 similar vehicles

Bristol, VA

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Abingdon, VA

UnscoredInsufficient · 0
$5,995126,232 mi

Abingdon, VA

2004 Ford Escape XLS

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

2004 Ford Escape XLS

Abingdon, VA

UnscoredInsufficient · 0
$5,995137,214 mi

Abingdon, VA

2008 Lexus RX 400h

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

2008 Lexus RX 400h

Dublin, VA

UnscoredLimited · 10
$6,298224,022 mi

Comparison: 10 similar vehicles

Dublin, VA

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

Lebanon, VA

Fair PriceRobust · 75
$6,40088,967 mi

Market: $2,700 – $14,220

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Lebanon, VA

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Abingdon, VA

Fair PriceRobust · 68
$6,500101,249 mi

Market: $3,195 – $12,990

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 104 days listed (based on current market benchmarks)

Abingdon, VA

1999 Jeep Wrangler SAHARA

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

1999 Jeep Wrangler SAHARA

Abingdon, VA

UnscoredInsufficient · 0
$6,500249,665 mi

Abingdon, VA

2015 Chevrolet Trax LS

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

2015 Chevrolet Trax LS

Richlands, VA

UnscoredLimited · 6
$6,756190,326 mi

Comparison: 6 similar vehicles

Richlands, VA

2010 Jeep Wrangler Unlimited Sahara

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

2010 Jeep Wrangler Unlimited Sahara

Lebanon, VA

UnscoredModerate · 31
$6,900182,720 mi

Comparison: 31 similar vehicles

Lebanon, VA

2013 Buick Encore Convenience

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

2013 Buick Encore Convenience

Bristol, VA

UnscoredInsufficient · 0
$6,995124,731 mi

Bristol, VA

2010 Honda CR-V EX-L

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

2010 Honda CR-V EX-L

Abingdon, VA

UnscoredModerate · 28
$6,995206,815 mi

Comparison: 28 similar vehicles

Abingdon, VA

2010 Toyota Highlander Sport

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

2010 Toyota Highlander Sport

Abingdon, VA

UnscoredInsufficient · 0
$6,995263,714 mi

Abingdon, VA

2007 Toyota Sequoia Limited

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

2007 Toyota Sequoia Limited

Abingdon, VA

UnscoredInsufficient · 0
$6,995282,635 mi

Abingdon, VA

2003 Honda Element EX

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

2003 Honda Element EX

Abingdon, VA

UnscoredLimited · 9
$6,995136,247 mi

Comparison: 9 similar vehicles

Abingdon, VA

2000 Chevrolet Blazer LT

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

2000 Chevrolet Blazer LT

Abingdon, VA

UnscoredInsufficient · 0
$7,145157,160 mi

Abingdon, VA

2011 Chevrolet Tahoe LTZ

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

2011 Chevrolet Tahoe LTZ

Abingdon, VA

UnscoredModerate · 20
$7,495227,455 mi

Comparison: 20 similar vehicles

Abingdon, VA

2016 Ford Escape SE

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

2016 Ford Escape SE

Wytheville, VA

Fair PriceRobust · 57
$7,69994,832 mi

Market: $5,400 – $12,995

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Wytheville, VA

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Dublin, VA

UnscoredLimited · 17
$7,899157,243 mi

Comparison: 17 similar vehicles

Dublin, VA

2020 Kia Sportage LX

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

2020 Kia Sportage LX

Bristol, VA

UnscoredRobust · 133
$7,995151,161 mi

Comparison: 133 similar vehicles

Bristol, VA

2016 Dodge Journey SXT

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

2016 Dodge Journey SXT

Bristol, VA

Fair PriceLimited · 11
$7,99582,912 mi

Market: $6,199 – $13,495

Comparison: 11 similar vehicles

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

Bristol, VA

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Galax, VA

Fair PriceModerate · 33
$7,999110,947 mi

Market: $3,900 – $12,995

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Galax, VA

2014 BMW X3 xDrive28i

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

2014 BMW X3 xDrive28i

Galax, VA

UnscoredModerate · 32
$7,999145,838 mi

Comparison: 32 similar vehicles

Galax, VA

2015 Nissan Murano Platinum

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

2015 Nissan Murano Platinum

Honaker, VA

UnscoredLimited · 17
$8,000136,094 mi

Comparison: 17 similar vehicles

Honaker, VA

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Honaker, VA

UnscoredRobust · 66
$8,495156,608 mi

Comparison: 66 similar vehicles

Honaker, VA

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Princeton, WV

UnscoredRobust · 68
$8,500125,702 mi

Comparison: 68 similar vehicles

Princeton, WV

2008 Lincoln MKX Base

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

2008 Lincoln MKX Base

Pulaski, VA

UnscoredInsufficient · 3
$8,631160,183 mi

Comparison: 3 similar vehicles

Pulaski, VA

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Bluefield, WV

UnscoredRobust · 63
$8,700129,256 mi

Comparison: 63 similar vehicles

Bluefield, WV

2011 Kia Sportage LX

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

2011 Kia Sportage LX

Dublin, VA

UnscoredLimited · 5
$8,899142,783 mi

Comparison: 5 similar vehicles

Dublin, VA

2017 Nissan Pathfinder S

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

2017 Nissan Pathfinder S

Honaker, VA

UnscoredLimited · 8
$8,900130,457 mi

Comparison: 8 similar vehicles

Honaker, VA

2016 Chevrolet Equinox LTZ

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

2016 Chevrolet Equinox LTZ

Honaker, VA

UnscoredModerate · 41
$8,900146,020 mi

Comparison: 41 similar vehicles

Honaker, VA

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Abingdon, VA

UnscoredRobust · 85
$8,995157,619 mi

Comparison: 85 similar vehicles

Abingdon, VA

2015 Jeep Renegade Latitude

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

2015 Jeep Renegade Latitude

Bristol, VA

Fair PriceModerate · 29
$8,995114,462 mi

Market: $4,995 – $14,599

Comparison: 29 similar vehicles

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

Bristol, VA

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Abingdon, VA

UnscoredInsufficient · 3
$8,995140,781 mi

Comparison: 3 similar vehicles

Abingdon, VA

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Abingdon, VA

UnscoredLimited · 7
$8,995152,022 mi

Comparison: 7 similar vehicles

Abingdon, VA

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Abingdon, VA

OverpricedModerate · 23
$8,995117,990 mi

Market: $3,700 – $8,295

Comparison: 23 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Abingdon, VA

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Galax, VA

UnscoredModerate · 34
$8,999135,375 mi

Comparison: 34 similar vehicles

Galax, VA

2017 Lincoln MKX Reserve

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

2017 Lincoln MKX Reserve

Princeton, WV

UnscoredModerate · 38
$8,999156,000 mi

Comparison: 38 similar vehicles

Princeton, WV

2015 Kia Sorento LX

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

2015 Kia Sorento LX

Pulaski, VA

UnscoredModerate · 37
$8,999122,498 mi

Comparison: 37 similar vehicles

Pulaski, VA

2000 Chevrolet Blazer LS

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

2000 Chevrolet Blazer LS

Abingdon, VA

UnscoredInsufficient · 3
$9,145152,749 mi

Comparison: 3 similar vehicles

Abingdon, VA

2018 Ford Escape SE

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

2018 Ford Escape SE

Fort Chiswell, VA

UnscoredInsufficient · 3
$9,200110,845 mi

Comparison: 3 similar vehicles

Fort Chiswell, VA

2015 Audi Q5 Premium Plus

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

2015 Audi Q5 Premium Plus

Bluefield, WV

UnscoredModerate · 25
$9,288123,442 mi

Comparison: 25 similar vehicles

Bluefield, WV

2016 Jeep Grand Cherokee Laredo E

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

2016 Jeep Grand Cherokee Laredo E

Honaker, VA

Fair PriceRobust · 50
$9,500115,940 mi

Market: $7,999 – $17,995

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Honaker, VA

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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