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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 · November 9, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

24,718 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

UnscoredInsufficient · 4
$1,995200,941 mi

Comparison: 4 similar vehicles

Cambridge, OH

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Cambridge, OH

Unscored
$1,995213,604 mi

Comparison: 23 similar vehicles

Cambridge, OH

2006 Chevrolet Malibu Maxx LT

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

2006 Chevrolet Malibu Maxx LT

Belle Vernon, PA

UnscoredInsufficient · 3
$1,995127,809 mi

Comparison: 3 similar vehicles

Belle Vernon, PA

1996 Ford Econoline

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

1996 Ford Econoline

Belle Vernon, PA

UnscoredInsufficient · 0
$2,477140,125 mi

Belle Vernon, PA

2006 Mazda MAZDA3 S

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

2006 Mazda MAZDA3 S

Belle Vernon, PA

UnscoredInsufficient · 0
$2,499152,470 mi

Belle Vernon, PA

2010 Suzuki SX4 Crossover Technology

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

2010 Suzuki SX4 Crossover Technology

Woodsfield, OH

UnscoredInsufficient · 0
$2,988199,946 mi

Woodsfield, OH

No Photo

2007 Nissan Versa S

Belle Vernon, PA

UnscoredInsufficient · 0
$2,990109,070 mi

Belle Vernon, PA

2009 Hyundai Sonata SE

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

2009 Hyundai Sonata SE

Belle Vernon, PA

UnscoredInsufficient · 0
$2,999Mileage not verified

Belle Vernon, PA

2013 Mitsubishi Lancer ES

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

2013 Mitsubishi Lancer ES

Pittsburgh, PA

UnscoredInsufficient · 0
$3,000181,329 mi

Pittsburgh, PA

2011 Chevrolet Impala LT

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

2011 Chevrolet Impala LT

Steubenville, OH

Unscored
$3,206176,001 mi

Comparison: 12 similar vehicles

Steubenville, OH

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Belle Vernon, PA

Unscored
$3,450129,760 mi

Comparison: 33 similar vehicles

Belle Vernon, PA

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

Unscored
$3,495173,791 mi

Comparison: 44 similar vehicles

Cambridge, OH

2007 Chevrolet Tahoe LT

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

2007 Chevrolet Tahoe LT

Saint Clairsville, OH

UnscoredInsufficient · 3
$3,495210,410 mi

Comparison: 3 similar vehicles

Saint Clairsville, OH

2005 Saab 9-3 Linear

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

2005 Saab 9-3 Linear

Carrollton, OH

UnscoredInsufficient · 0
$3,500194,669 mi

Carrollton, 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

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 · 41
$3,62082,722 mi

Market: $3,995 – $9,373

Comparison: 41 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 86 days listed (based on current market benchmarks)

Bridgeport, OH

No Photo

2008 Chevrolet Impala LT

Belle Vernon, PA

Fair PriceLimited · 12
$3,775Mileage not verified

Market: $3,495 – $6,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Belle Vernon, PA

No Photo

2009 Toyota Camry LE

Belle Vernon, PA

Unscored
$3,777211,070 mi

Comparison: 33 similar vehicles

Belle Vernon, PA

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Woodsfield, OH

UnscoredInsufficient · 3
$3,888295,336 mi

Comparison: 3 similar vehicles

Woodsfield, OH

2006 Scion xB Base

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

2006 Scion xB Base

East Liverpool, OH

Unscored
$3,895268,372 mi

Comparison: 7 similar vehicles

East Liverpool, OH

2006 Nissan Pathfinder SE

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

2006 Nissan Pathfinder SE

Carrollton, OH

UnscoredInsufficient · 0
$3,900130,473 mi

Carrollton, OH

2010 Lincoln MKS EcoBoost

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

2010 Lincoln MKS EcoBoost

Cambridge, OH

UnscoredInsufficient · 3
$3,988191,712 mi

Comparison: 3 similar vehicles

Cambridge, OH

2016 Nissan Versa Sedan SV

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

2016 Nissan Versa Sedan SV

Belle Vernon, PA

Unscored
$3,990127,120 mi

Comparison: 12 similar vehicles

Belle Vernon, PA

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

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

New Salem, PA

Unscored
$3,995147,521 mi

Comparison: 20 similar vehicles

New Salem, PA

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Bridgeport, OH

Unscored
$3,995129,292 mi

Comparison: 19 similar vehicles

Bridgeport, OH

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Bellaire, OH

UnscoredInsufficient · 4
$3,995181,115 mi

Comparison: 4 similar vehicles

Bellaire, 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

UnscoredInsufficient · 0
$3,995118,279 mi

Bridgeport, OH

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Pittsburgh, PA

Unscored
$3,995141,326 mi

Comparison: 27 similar vehicles

Pittsburgh, PA

No Photo

2011 Honda Civic EX

Belle Vernon, PA

UnscoredInsufficient · 0
$3,995174,560 mi

Belle Vernon, PA

2011 Chevrolet HHR LT

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

2011 Chevrolet HHR LT

Cambridge, OH

Unscored
$3,995221,209 mi

Comparison: 7 similar vehicles

Cambridge, OH

No Photo

2010 Honda Civic LX

Belle Vernon, PA

Unscored
$3,99581,890 mi

Comparison: 38 similar vehicles

Belle Vernon, PA

2010 Nissan cube

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

2010 Nissan cube

Cambridge, OH

UnscoredInsufficient · 0
$3,995229,613 mi

Cambridge, 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

Unscored
$3,995195,496 mi

Comparison: 18 similar vehicles

Bridgeport, OH

2009 Mazda CX-9 Grand Touring AWD

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

2009 Mazda CX-9 Grand Touring AWD

Cambridge, OH

UnscoredInsufficient · 0
$3,995242,592 mi

Cambridge, OH

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Pittsburgh, PA

Unscored
$3,995191,826 mi

Comparison: 16 similar vehicles

Pittsburgh, PA

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Bridgeport, OH

UnscoredInsufficient · 4
$3,99573,795 mi

Comparison: 4 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

2006 Ford Focus ZX4 SES

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

2006 Ford Focus ZX4 SES

New Salem, PA

UnscoredInsufficient · 0
$3,995134,290 mi

New Salem, PA

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Belle Vernon, PA

Great DealLimited · 10
$3,995105,890 mi

Market: $5,995 – $9,999

Comparison: 10 similar vehicles

Competitively priced ~33% below the typical range compared to similar vehicles · 1639 days listed (based on current market benchmarks)

Belle Vernon, PA

2005 Toyota Sienna XLE

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

2005 Toyota Sienna XLE

Elizabeth, PA

UnscoredInsufficient · 0
$3,995227,264 mi

Elizabeth, PA

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

UnscoredInsufficient · 4
$3,995130,917 mi

Comparison: 4 similar vehicles

Bridgeport, OH

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Cambridge, OH

Unscored
$3,995168,486 mi

Comparison: 7 similar vehicles

Cambridge, OH

2013 Dodge Grand Caravan SXT

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

2013 Dodge Grand Caravan SXT

Woodsfield, OH

Unscored
$3,999154,226 mi

Comparison: 20 similar vehicles

Woodsfield, OH

2010 Honda Civic LX

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

2010 Honda Civic LX

Pittsburgh, PA

Unscored
$4,000193,400 mi

Comparison: 38 similar vehicles

Pittsburgh, PA

2002 Chevrolet Express BASE

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

2002 Chevrolet Express BASE

Caldwell, OH

UnscoredInsufficient · 0
$4,000132,231 mi

Caldwell, OH

1999 Acura TL Base

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

1999 Acura TL Base

Follansbee, WV

UnscoredInsufficient · 0
$4,050Mileage not verified

Follansbee, WV

2016 Nissan LEAF

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

2016 Nissan LEAF

South Heights, PA

UnscoredInsufficient · 0
$4,20070,912 mi

South Heights, PA

2007 Buick LaCrosse CXL

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

2007 Buick LaCrosse CXL

New Salem, PA

UnscoredInsufficient · 0
$4,250106,000 mi

New Salem, PA

2009 Jeep Liberty Sport

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

2009 Jeep Liberty Sport

East Liverpool, OH

Unscored
$4,295149,230 mi

Comparison: 19 similar vehicles

East Liverpool, OH

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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