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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 22, 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

4,471 listings found

2000 Mercedes-Benz M-Class ML430

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

2000 Mercedes-Benz M-Class ML430

Bunker Hill, WV

UnscoredInsufficient · 0
$1,995135,000 mi

Bunker Hill, 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 · 7
$3,495174,926 mi

Comparison: 7 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 · 6
$3,495216,000 mi

Comparison: 6 similar vehicles

Bunker Hill, WV

2016 Subaru Crosstrek Premium

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

2016 Subaru Crosstrek Premium

Mount Pleasant, PA

UnscoredLimited · 8
$3,500Mileage not verified

Comparison: 8 similar vehicles

Mount Pleasant, PA

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 · 23
$3,995169,456 mi

Comparison: 23 similar vehicles

Martinsburg, WV

2006 Dodge Durango SLT

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

2006 Dodge Durango SLT

Bunker Hill, WV

UnscoredInsufficient · 0
$3,995156,000 mi

Bunker Hill, WV

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
$3,995150,000 mi

Bunker Hill, 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

UnscoredInsufficient · 4
$4,200190,120 mi

Comparison: 4 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 · 9
$4,300173,825 mi

Comparison: 9 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

UnscoredModerate · 28
$4,395143,787 mi

Comparison: 28 similar vehicles

Martinsburg, 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

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 · 7
$4,795116,585 mi

Comparison: 7 similar vehicles

Martinsburg, WV

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Mount Pleasant, PA

Fair PriceRobust · 54
$4,900Mileage not verified

Market: $1,600 – $8,995

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Mount Pleasant, PA

2011 Dodge Nitro Heat

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

2011 Dodge Nitro Heat

Stoystown, PA

UnscoredLimited · 6
$4,90062,863 mi

Comparison: 6 similar vehicles

Stoystown, PA

2011 Subaru Forester X Premium Package

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

2011 Subaru Forester X Premium Package

Stoystown, PA

Fair PriceLimited · 17
$4,90081,708 mi

Market: $4,995 – $10,995

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 14 days listed (based on current market benchmarks)

Stoystown, PA

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Bedford, PA

Fair PriceModerate · 25
$4,995101,460 mi

Market: $3,300 – $18,088

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Bedford, PA

2015 Jeep Renegade Sport

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

2015 Jeep Renegade Sport

Bedford, PA

UnscoredLimited · 6
$4,995130,236 mi

Comparison: 6 similar vehicles

Bedford, PA

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Windber, PA

UnscoredLimited · 16
$4,995145,000 mi

Comparison: 16 similar vehicles

Windber, PA

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

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 · 6
$5,499205,819 mi

Comparison: 6 similar vehicles

Hedgesville, 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

UnscoredLimited · 9
$5,500152,398 mi

Comparison: 9 similar vehicles

Martinsburg, WV

2000 Chevrolet Blazer LS

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

2000 Chevrolet Blazer LS

Uniontown, PA

UnscoredInsufficient · 0
$5,500122,561 mi

Uniontown, PA

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 · 15
$5,595142,018 mi

Comparison: 15 similar vehicles

Martinsburg, WV

2016 Ford Explorer Utility Police Interceptor

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

2016 Ford Explorer Utility Police Interceptor

Winchester, VA

UnscoredModerate · 23
$5,700145,144 mi

Comparison: 23 similar vehicles

Winchester, VA

2014 Ford Explorer Base

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

2014 Ford Explorer Base

Martinsburg, WV

UnscoredModerate · 37
$5,795172,699 mi

Comparison: 37 similar vehicles

Martinsburg, WV

2016 Buick Encore Base

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

2016 Buick Encore Base

Stoystown, PA

Fair PriceRobust · 58
$5,90063,624 mi

Market: $4,500 – $13,895

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Stoystown, PA

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Stoystown, PA

UnscoredInsufficient · 4
$5,90066,626 mi

Comparison: 4 similar vehicles

Stoystown, PA

2014 Ford Explorer Base

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

2014 Ford Explorer Base

Stoystown, PA

UnscoredInsufficient · 3
$5,90086,353 mi

Comparison: 3 similar vehicles

Stoystown, PA

2012 Jeep Compass Latitude

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

2012 Jeep Compass Latitude

Stoystown, PA

UnscoredLimited · 5
$5,90061,329 mi

Comparison: 5 similar vehicles

Stoystown, PA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Bedford, PA

Fair PriceModerate · 38
$5,900115,115 mi

Market: $2,495 – $9,299

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Bedford, PA

2015 Jeep Compass Latitude

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

2015 Jeep Compass Latitude

Roaring Spring, PA

UnscoredInsufficient · 3
$5,948184,633 mi

Comparison: 3 similar vehicles

Roaring Spring, PA

2010 Honda Pilot EX-L

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

2010 Honda Pilot EX-L

Winchester, VA

UnscoredLimited · 8
$5,950204,857 mi

Comparison: 8 similar vehicles

Winchester, VA

2008 Mercedes-Benz M-Class ML350

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

2008 Mercedes-Benz M-Class ML350

Windber, PA

UnscoredLimited · 6
$5,977173,200 mi

Comparison: 6 similar vehicles

Windber, PA

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Johnstown, PA

Salvage title
$5,99592,192 mi

Johnstown, PA

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Martinsburg, WV

UnscoredLimited · 8
$5,995202,223 mi

Comparison: 8 similar vehicles

Martinsburg, WV

2014 Buick Encore Base

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

2014 Buick Encore Base

Martinsburg, WV

UnscoredLimited · 7
$5,995127,713 mi

Comparison: 7 similar vehicles

Martinsburg, WV

2011 Mazda CX-9 Touring

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

2011 Mazda CX-9 Touring

Martinsburg, WV

UnscoredInsufficient · 3
$5,995128,943 mi

Comparison: 3 similar vehicles

Martinsburg, WV

2017 Jeep Cherokee Latitude

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

2017 Jeep Cherokee Latitude

Martinsburg, WV

UnscoredRobust · 92
$5,999183,287 mi

Comparison: 92 similar vehicles

Martinsburg, WV

2016 Volkswagen Tiguan S

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

2016 Volkswagen Tiguan S

Martinsburg, WV

UnscoredModerate · 29
$5,999170,459 mi

Comparison: 29 similar vehicles

Martinsburg, WV

2016 Jeep Compass Latitude

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

2016 Jeep Compass Latitude

Windber, PA

UnscoredInsufficient · 3
$6,295135,000 mi

Comparison: 3 similar vehicles

Windber, PA

2012 Ford Explorer Limited

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

2012 Ford Explorer Limited

Martinsburg, WV

UnscoredLimited · 9
$6,395145,097 mi

Comparison: 9 similar vehicles

Martinsburg, WV

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Roaring Spring, PA

Salvage title
$6,448181,657 mi

Roaring Spring, PA

2017 Mitsubishi Outlander SE

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

2017 Mitsubishi Outlander SE

Mount Pleasant, PA

UnscoredLimited · 5
$6,495262,926 mi

Comparison: 5 similar vehicles

Mount Pleasant, PA

2014 Ford Escape S

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

2014 Ford Escape S

Winchester, VA

Fair PriceLimited · 16
$6,495114,200 mi

Market: $2,400 – $14,295

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 136 days listed (based on current market benchmarks)

Winchester, VA

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Martinsburg, WV

UnscoredRobust · 94
$6,495130,984 mi

Comparison: 94 similar vehicles

Martinsburg, WV

2012 GMC Acadia SL

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

2012 GMC Acadia SL

Windber, PA

UnscoredLimited · 6
$6,49592,000 mi

Comparison: 6 similar vehicles

Windber, PA

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

Windber, PA

Fair PriceLimited · 13
$6,49583,000 mi

Market: $3,950 – $11,489

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Windber, PA

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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