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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

19,694 listings found

2014 GMC Terrain SLT-2

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

2014 GMC Terrain SLT-2

Warren, OH

UnscoredInsufficient · 4
$1,995185,205 mi

Comparison: 4 similar vehicles

Warren, OH

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Youngstown, OH

UnscoredInsufficient · 4
$1,995257,188 mi

Comparison: 4 similar vehicles

Youngstown, OH

2012 Jeep Patriot Latitude

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

2012 Jeep Patriot Latitude

Cranberry, PA

UnscoredInsufficient · 3
$2,485193,960 mi

Comparison: 3 similar vehicles

Cranberry, PA

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Cranberry, PA

UnscoredLimited · 8
$2,485201,327 mi

Comparison: 8 similar vehicles

Cranberry, PA

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Warren, OH

UnscoredModerate · 21
$2,900167,913 mi

Comparison: 21 similar vehicles

Warren, OH

2015 Buick Encore Leather

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

2015 Buick Encore Leather

Salem, OH

UnscoredModerate · 36
$2,900Mileage not verified

Comparison: 36 similar vehicles

Salem, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Warren, OH

UnscoredInsufficient · 4
$2,900194,794 mi

Comparison: 4 similar vehicles

Warren, OH

2007 Ford Explorer Limited

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

2007 Ford Explorer Limited

Salem, OH

UnscoredInsufficient · 0
$2,900200,385 mi

Salem, OH

2010 Jeep Patriot Sport

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

2010 Jeep Patriot Sport

Cranberry, PA

UnscoredLimited · 5
$2,985123,709 mi

Comparison: 5 similar vehicles

Cranberry, PA

2013 Ford Escape SE

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

2013 Ford Escape SE

Lowellville, OH

UnscoredLimited · 7
$2,995156,514 mi

Comparison: 7 similar vehicles

Lowellville, OH

2012 Jeep Compass Latitude

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

2012 Jeep Compass Latitude

Lowellville, OH

UnscoredLimited · 10
$2,995221,734 mi

Comparison: 10 similar vehicles

Lowellville, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Youngstown, OH

Salvage title
$2,995253,971 mi

Youngstown, OH

2009 Ford Explorer Eddie Bauer

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

2009 Ford Explorer Eddie Bauer

Lowellville, OH

UnscoredInsufficient · 0
$2,995224,694 mi

Lowellville, OH

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Ravenna, OH

UnscoredLimited · 17
$2,995212,000 mi

Comparison: 17 similar vehicles

Ravenna, OH

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Brookfield, OH

Fair PriceModerate · 20
$2,99579,829 mi

Market: $2,995 – $8,425

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Brookfield, OH

2007 Ford Edge SEL

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

2007 Ford Edge SEL

Girard, OH

UnscoredInsufficient · 3
$2,995192,708 mi

Comparison: 3 similar vehicles

Girard, OH

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Youngstown, OH

UnscoredLimited · 16
$2,995178,749 mi

Comparison: 16 similar vehicles

Youngstown, OH

2006 Jeep Grand Cherokee Laredo

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

2006 Jeep Grand Cherokee Laredo

Lowellville, OH

UnscoredLimited · 18
$2,995168,996 mi

Comparison: 18 similar vehicles

Lowellville, OH

2006 Toyota Highlander Limited

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

2006 Toyota Highlander Limited

Lowellville, OH

UnscoredInsufficient · 0
$2,995302,284 mi

Lowellville, OH

2005 GMC Yukon XL SLE

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

2005 GMC Yukon XL SLE

Lowellville, OH

UnscoredInsufficient · 0
$2,995210,779 mi

Lowellville, OH

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Lowellville, OH

UnscoredInsufficient · 0
$2,995213,480 mi

Lowellville, OH

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Lowellville, OH

UnscoredInsufficient · 4
$2,995199,123 mi

Comparison: 4 similar vehicles

Lowellville, OH

2004 Land Rover Range Rover HSE

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

2004 Land Rover Range Rover HSE

Girard, OH

UnscoredInsufficient · 0
$3,000Mileage not verified

Girard, OH

2017 Ford Escape SE

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

2017 Ford Escape SE

Cranberry, PA

UnscoredModerate · 28
$3,185150,508 mi

Comparison: 28 similar vehicles

Cranberry, PA

2013 Nissan JUKE SL

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

2013 Nissan JUKE SL

Cranberry, PA

UnscoredInsufficient · 3
$3,185216,424 mi

Comparison: 3 similar vehicles

Cranberry, PA

2015 Ford Escape SE

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

2015 Ford Escape SE

Sebring, OH

UnscoredLimited · 18
$3,300153,000 mi

Comparison: 18 similar vehicles

Sebring, OH

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Cranberry, PA

UnscoredModerate · 40
$3,485175,683 mi

Comparison: 40 similar vehicles

Cranberry, PA

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Cranberry, PA

UnscoredRobust · 52
$3,485119,591 mi

Comparison: 52 similar vehicles

Cranberry, PA

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Cranberry, PA

UnscoredRobust · 116
$3,485208,975 mi

Comparison: 116 similar vehicles

Cranberry, PA

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Cranberry, PA

UnscoredModerate · 26
$3,485140,060 mi

Comparison: 26 similar vehicles

Cranberry, PA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Cranberry, PA

UnscoredModerate · 40
$3,485251,582 mi

Comparison: 40 similar vehicles

Cranberry, PA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Youngstown, OH

UnscoredInsufficient · 3
$3,495139,482 mi

Comparison: 3 similar vehicles

Youngstown, OH

2017 BMW X3 xDrive28i

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

2017 BMW X3 xDrive28i

West Pittsburg, PA

UnscoredRobust · 51
$3,500275,000 mi

Comparison: 51 similar vehicles

West Pittsburg, PA

2009 Jeep Liberty Sport

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

2009 Jeep Liberty Sport

Youngstown, OH

UnscoredModerate · 20
$3,500147,603 mi

Comparison: 20 similar vehicles

Youngstown, OH

2013 Ford Escape S

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

2013 Ford Escape S

Sebring, OH

UnscoredLimited · 13
$3,800151,000 mi

Comparison: 13 similar vehicles

Sebring, OH

2014 Subaru Forester i

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

2014 Subaru Forester i

Garrettsville, OH

UnscoredLimited · 5
$3,888202,687 mi

Comparison: 5 similar vehicles

Garrettsville, OH

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Youngstown, OH

UnscoredLimited · 6
$3,890143,921 mi

Comparison: 6 similar vehicles

Youngstown, OH

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

East Palestine, OH

UnscoredLimited · 17
$3,895194,089 mi

Comparison: 17 similar vehicles

East Palestine, OH

2016 Ford Escape SE

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

2016 Ford Escape SE

Poland, OH

UnscoredModerate · 31
$3,90087,442 mi

Comparison: 31 similar vehicles

Poland, OH

2013 Jeep Patriot Sport

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

2013 Jeep Patriot Sport

Poland, OH

UnscoredLimited · 9
$3,900184,072 mi

Comparison: 9 similar vehicles

Poland, 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

Poland, OH

UnscoredLimited · 18
$3,900231,940 mi

Comparison: 18 similar vehicles

Poland, OH

2008 Jeep Wrangler Unlimited Rubicon

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

2008 Jeep Wrangler Unlimited Rubicon

Youngstown, OH

UnscoredLimited · 8
$3,948321,306 mi

Comparison: 8 similar vehicles

Youngstown, OH

2005 Subaru Forester X

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

2005 Subaru Forester X

Girard, OH

UnscoredInsufficient · 3
$3,950112,437 mi

Comparison: 3 similar vehicles

Girard, OH

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

Ravenna, OH

UnscoredModerate · 20
$3,995214,000 mi

Comparison: 20 similar vehicles

Ravenna, OH

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Ravenna, OH

UnscoredLimited · 6
$3,995192,000 mi

Comparison: 6 similar vehicles

Ravenna, OH

2015 Mitsubishi Outlander Sport ES

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

2015 Mitsubishi Outlander Sport ES

Lowellville, OH

UnscoredLimited · 5
$3,995162,584 mi

Comparison: 5 similar vehicles

Lowellville, OH

2015 Jeep Renegade Latitude

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

2015 Jeep Renegade Latitude

Lowellville, OH

UnscoredModerate · 45
$3,995248,700 mi

Comparison: 45 similar vehicles

Lowellville, OH

2014 Ford Escape SE

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

2014 Ford Escape SE

Ravenna, OH

UnscoredLimited · 19
$3,995179,000 mi

Comparison: 19 similar vehicles

Ravenna, OH

2014 Ford Escape SE

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

2014 Ford Escape SE

Ravenna, OH

UnscoredLimited · 19
$3,995177,000 mi

Comparison: 19 similar vehicles

Ravenna, OH

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Ravenna, OH

UnscoredModerate · 20
$3,995213,000 mi

Comparison: 20 similar vehicles

Ravenna, 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 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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