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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

6,380 listings found

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Cambridge, OH

UnscoredLimited · 6
$1,995200,941 mi

Comparison: 6 similar vehicles

Cambridge, OH

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 · 28
$3,075162,643 mi

Comparison: 28 similar vehicles

Mannington, WV

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Cambridge, OH

UnscoredModerate · 41
$3,495173,791 mi

Comparison: 41 similar vehicles

Cambridge, OH

2007 Kia Sportage EX

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

2007 Kia Sportage EX

Marietta, OH

UnscoredInsufficient · 0
$3,499176,714 mi

Marietta, OH

2008 Nissan Rogue S

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

2008 Nissan Rogue S

Bridgeport, OH

UnscoredInsufficient · 4
$3,595147,127 mi

Comparison: 4 similar vehicles

Bridgeport, OH

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

Woodsfield, OH

UnscoredModerate · 47
$3,799237,203 mi

Comparison: 47 similar vehicles

Woodsfield, OH

2015 Ford Flex SE

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

2015 Ford Flex SE

Bridgeport, OH

UnscoredInsufficient · 0
$3,995191,098 mi

Bridgeport, OH

2012 Suzuki SX4 Crossover Premium

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

2012 Suzuki SX4 Crossover Premium

Bridgeport, OH

UnscoredLimited · 5
$3,995118,279 mi

Comparison: 5 similar vehicles

Bridgeport, OH

2009 Honda CR-V EX-L

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

2009 Honda CR-V EX-L

Bridgeport, OH

UnscoredModerate · 33
$3,995195,496 mi

Comparison: 33 similar vehicles

Bridgeport, OH

2008 Subaru Forester Sports 2.5 X

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

2008 Subaru Forester Sports 2.5 X

Byesville, OH

UnscoredInsufficient · 0
$3,995190,655 mi

Byesville, OH

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Bridgeport, OH

UnscoredLimited · 9
$3,995130,917 mi

Comparison: 9 similar vehicles

Bridgeport, OH

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Bridgeport, OH

Fair PriceModerate · 36
$4,00082,722 mi

Market: $3,195 – $14,293

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Bridgeport, OH

2015 GMC Terrain SLT-1

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

2015 GMC Terrain SLT-1

Cambridge, OH

UnscoredModerate · 34
$4,495164,299 mi

Comparison: 34 similar vehicles

Cambridge, OH

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

UnscoredLimited · 9
$4,500102,546 mi

Comparison: 9 similar vehicles

Parkersburg, WV

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Bridgeport, OH

UnscoredInsufficient · 3
$4,595179,434 mi

Comparison: 3 similar vehicles

Bridgeport, OH

2001 Jeep Cherokee SPORT

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

2001 Jeep Cherokee SPORT

Bridgeport, OH

UnscoredInsufficient · 0
$4,595149,112 mi

Bridgeport, OH

2008 Chrysler Aspen Limited

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

2008 Chrysler Aspen Limited

Woodsfield, OH

UnscoredLimited · 7
$4,750202,473 mi

Comparison: 7 similar vehicles

Woodsfield, OH

2009 Chrysler Aspen Limited

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

2009 Chrysler Aspen Limited

Woodsfield, OH

UnscoredInsufficient · 0
$4,988201,530 mi

Woodsfield, OH

2016 Dodge Journey CrossRoad Plus

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

2016 Dodge Journey CrossRoad Plus

Cambridge, OH

UnscoredLimited · 11
$4,995168,084 mi

Comparison: 11 similar vehicles

Cambridge, OH

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 · 142
$4,995197,488 mi

Comparison: 142 similar vehicles

Parkersburg, WV

2014 GMC Terrain SLE-2

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

2014 GMC Terrain SLE-2

Cambridge, OH

UnscoredModerate · 36
$4,995156,167 mi

Comparison: 36 similar vehicles

Cambridge, OH

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Cambridge, OH

UnscoredRobust · 94
$4,995142,754 mi

Comparison: 94 similar vehicles

Cambridge, OH

2014 Mitsubishi Outlander Sport SE

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

2014 Mitsubishi Outlander Sport SE

Woodsfield, OH

UnscoredInsufficient · 4
$4,995142,875 mi

Comparison: 4 similar vehicles

Woodsfield, OH

2013 GMC Terrain SLT-1

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

2013 GMC Terrain SLT-1

Cambridge, OH

UnscoredModerate · 23
$4,995160,760 mi

Comparison: 23 similar vehicles

Cambridge, OH

2013 Hyundai Santa Fe Sport 2.0T

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

2013 Hyundai Santa Fe Sport 2.0T

Cambridge, OH

UnscoredLimited · 15
$4,995169,291 mi

Comparison: 15 similar vehicles

Cambridge, OH

2013 Subaru Forester X Premium Package

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

2013 Subaru Forester X Premium Package

Bridgeport, OH

UnscoredLimited · 18
$4,995147,986 mi

Comparison: 18 similar vehicles

Bridgeport, OH

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

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Bridgeport, OH

UnscoredModerate · 30
$4,995173,657 mi

Comparison: 30 similar vehicles

Bridgeport, OH

2011 Chevrolet Equinox LS

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

2011 Chevrolet Equinox LS

Cambridge, OH

Fair PriceLimited · 11
$4,995115,978 mi

Market: $2,995 – $11,999

Comparison: 11 similar vehicles

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

Cambridge, OH

2010 Nissan Xterra X

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

2010 Nissan Xterra X

Bridgeport, OH

UnscoredInsufficient · 0
$4,995133,456 mi

Bridgeport, OH

2011 Nissan Murano SL

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

2011 Nissan Murano SL

Marietta, OH

UnscoredInsufficient · 0
$4,999183,547 mi

Marietta, OH

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

2006 Jeep Liberty Renegade

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

2006 Jeep Liberty Renegade

Marietta, OH

UnscoredInsufficient · 0
$5,396109,750 mi

Marietta, OH

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

UnscoredRobust · 52
$5,450209,114 mi

Comparison: 52 similar vehicles

Fairmont, WV

2006 Cadillac SRX Base

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

2006 Cadillac SRX Base

Lowell, OH

UnscoredInsufficient · 0
$5,450111,997 mi

Lowell, OH

2013 Ford Escape SE

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

2013 Ford Escape SE

Cambridge, OH

UnscoredRobust · 126
$5,477157,447 mi

Comparison: 126 similar vehicles

Cambridge, OH

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Cambridge, OH

Fair PriceModerate · 45
$5,495117,620 mi

Market: $1,550 – $8,995

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 244 days listed (based on current market benchmarks)

Cambridge, OH

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Byesville, OH

UnscoredRobust · 50
$5,495130,565 mi

Comparison: 50 similar vehicles

Byesville, OH

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Byesville, OH

UnscoredLimited · 7
$5,495158,462 mi

Comparison: 7 similar vehicles

Byesville, OH

2006 Suzuki XL-7 Base

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

2006 Suzuki XL-7 Base

Byesville, OH

UnscoredInsufficient · 0
$5,495109,662 mi

Byesville, OH

2014 Ford Escape SE

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

2014 Ford Escape SE

Woodsfield, OH

UnscoredRobust · 149
$5,500189,638 mi

Comparison: 149 similar vehicles

Woodsfield, OH

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Cadiz, OH

UnscoredRobust · 64
$5,500190,512 mi

Comparison: 64 similar vehicles

Cadiz, OH

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 · 15
$5,521169,220 mi

Comparison: 15 similar vehicles

Bridgeport, WV

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Marietta, OH

UnscoredLimited · 6
$5,800141,274 mi

Comparison: 6 similar vehicles

Marietta, OH

2016 Dodge Journey R/T

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

2016 Dodge Journey R/T

Rayland, OH

UnscoredLimited · 17
$5,855168,095 mi

Comparison: 17 similar vehicles

Rayland, OH

2011 GMC Acadia SLE

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

2011 GMC Acadia SLE

Rayland, OH

UnscoredLimited · 5
$5,855111,444 mi

Comparison: 5 similar vehicles

Rayland, OH

2008 Lexus RX 350

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

2008 Lexus RX 350

Rayland, OH

UnscoredLimited · 10
$5,855169,761 mi

Comparison: 10 similar vehicles

Rayland, OH

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

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Parkersburg, WV

UnscoredLimited · 13
$5,950251,536 mi

Comparison: 13 similar vehicles

Parkersburg, WV

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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