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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2004 Pontiac Grand Am GT

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

2004 Pontiac Grand Am GT

Cockeysville, MD

UnscoredInsufficient · 0
$1,200218,271 mi

Cockeysville, MD

2017 Nissan Rogue S

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

2017 Nissan Rogue S

Schuylkill Haven, PA

UnscoredRobust · 157
$1,295142,209 mi

Comparison: 157 similar vehicles

Schuylkill Haven, PA

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Schuylkill Haven, PA

UnscoredModerate · 21
$1,295129,240 mi

Comparison: 21 similar vehicles

Schuylkill Haven, PA

1987 GMC S-15

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

1987 GMC S-15

Dornsife, PA

UnscoredInsufficient · 0
$1,40077,878 mi

Dornsife, PA

2008 Ford Focus SE

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

2008 Ford Focus SE

Manheim, PA

UnscoredInsufficient · 3
$1,435219,240 mi

Comparison: 3 similar vehicles

Manheim, PA

2007 Chevrolet HHR LT

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

2007 Chevrolet HHR LT

Lancaster, PA

UnscoredLimited · 5
$1,500Mileage not verified

Comparison: 5 similar vehicles

Lancaster, PA

2005 Ford Focus ZX3 S

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

2005 Ford Focus ZX3 S

Cockeysville, MD

UnscoredInsufficient · 0
$1,500239,224 mi

Cockeysville, MD

2002 Subaru Outback Base

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

2002 Subaru Outback Base

Dornsife, PA

UnscoredLimited · 9
$1,500171,105 mi

Comparison: 9 similar vehicles

Dornsife, PA

2012 Chevrolet Equinox LTZ

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

2012 Chevrolet Equinox LTZ

Glen Rock, PA

UnscoredInsufficient · 3
$1,600164,790 mi

Comparison: 3 similar vehicles

Glen Rock, PA

1999 Mercury Sable LS

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

1999 Mercury Sable LS

Dornsife, PA

UnscoredInsufficient · 0
$1,600188,705 mi

Dornsife, PA

2008 Chrysler Town & Country Limited

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

2008 Chrysler Town & Country Limited

Dover, PA

UnscoredLimited · 6
$1,650135,715 mi

Comparison: 6 similar vehicles

Dover, PA

2013 Ford Fusion Titanium

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

2013 Ford Fusion Titanium

Schuylkill Haven, PA

UnscoredModerate · 29
$1,79573,838 mi

Comparison: 29 similar vehicles

Schuylkill Haven, 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

Schuylkill Haven, PA

UnscoredModerate · 45
$1,795105,036 mi

Comparison: 45 similar vehicles

Schuylkill Haven, PA

2005 Honda Civic EX

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

2005 Honda Civic EX

Cockeysville, MD

UnscoredLimited · 11
$1,799279,129 mi

Comparison: 11 similar vehicles

Cockeysville, MD

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Dornsife, PA

UnscoredLimited · 6
$1,800258,044 mi

Comparison: 6 similar vehicles

Dornsife, PA

2005 Nissan Armada SE

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

2005 Nissan Armada SE

Westminster, MD

UnscoredInsufficient · 0
$1,895398,895 mi

Westminster, MD

2001 Ford F-150 XL

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

2001 Ford F-150 XL

Lancaster, PA

UnscoredLimited · 5
$1,950183,001 mi

Comparison: 5 similar vehicles

Lancaster, PA

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Schuylkill Haven, PA

UnscoredModerate · 31
$1,995113,273 mi

Comparison: 31 similar vehicles

Schuylkill Haven, PA

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Schuylkill Haven, PA

UnscoredInsufficient · 4
$1,995117,108 mi

Comparison: 4 similar vehicles

Schuylkill Haven, PA

2014 Buick Encore Convenience

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

2014 Buick Encore Convenience

Schuylkill Haven, PA

UnscoredLimited · 13
$1,99562,714 mi

Comparison: 13 similar vehicles

Schuylkill Haven, PA

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Schuylkill Haven, PA

UnscoredInsufficient · 0
$1,99532,624 mi

Schuylkill Haven, PA

2008 Dodge Durango SLT

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

2008 Dodge Durango SLT

Dornsife, PA

UnscoredInsufficient · 0
$1,99599,901 mi

Dornsife, PA

2005 Ford Econoline Van Commercial

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

2005 Ford Econoline Van Commercial

Dornsife, PA

UnscoredLimited · 5
$1,995278,526 mi

Comparison: 5 similar vehicles

Dornsife, PA

2004 Ford Taurus SES

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

2004 Ford Taurus SES

Lititz, PA

UnscoredInsufficient · 3
$1,995204,000 mi

Comparison: 3 similar vehicles

Lititz, PA

2004 Mazda MAZDA6 s

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

2004 Mazda MAZDA6 s

Dornsife, PA

UnscoredInsufficient · 3
$1,995152,029 mi

Comparison: 3 similar vehicles

Dornsife, PA

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Dornsife, PA

UnscoredInsufficient · 0
$1,99533,014 mi

Dornsife, PA

2001 Subaru Outback LIMITED

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

2001 Subaru Outback LIMITED

Dornsife, PA

UnscoredInsufficient · 0
$1,995282,661 mi

Dornsife, PA

2000 Dodge Neon HIGHLINE

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

2000 Dodge Neon HIGHLINE

Dornsife, PA

UnscoredInsufficient · 0
$1,995217,080 mi

Dornsife, PA

1998 Jeep Grand Cherokee LAREDO

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

1998 Jeep Grand Cherokee LAREDO

Dornsife, PA

UnscoredInsufficient · 0
$1,995189,693 mi

Dornsife, PA

1997 Dodge Dakota Base

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

1997 Dodge Dakota Base

Dornsife, PA

UnscoredInsufficient · 0
$1,995195,587 mi

Dornsife, PA

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Ephrata, PA

UnscoredRobust · 75
$2,000154,617 mi

Comparison: 75 similar vehicles

Ephrata, PA

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Ephrata, PA

UnscoredModerate · 27
$2,00071,423 mi

Comparison: 27 similar vehicles

Ephrata, PA

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

Aberdeen, MD

UnscoredLimited · 13
$2,000136,775 mi

Comparison: 13 similar vehicles

Aberdeen, MD

2001 Subaru Outback LIMITED

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

2001 Subaru Outback LIMITED

Jonestown, PA

UnscoredInsufficient · 0
$2,000219,294 mi

Jonestown, PA

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Palmyra, PA

UnscoredModerate · 27
$2,04598,196 mi

Comparison: 27 similar vehicles

Palmyra, PA

2010 Chrysler PT Cruiser Classic

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

2010 Chrysler PT Cruiser Classic

Manheim, PA

UnscoredLimited · 5
$2,100141,397 mi

Comparison: 5 similar vehicles

Manheim, PA

2017 Jeep Cherokee Latitude

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

2017 Jeep Cherokee Latitude

Ephrata, PA

UnscoredLimited · 5
$2,200115,565 mi

Comparison: 5 similar vehicles

Ephrata, PA

2017 Kia Optima LX

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

2017 Kia Optima LX

Ephrata, PA

UnscoredRobust · 72
$2,200102,819 mi

Comparison: 72 similar vehicles

Ephrata, PA

2007 Ford Focus ZX4 SE

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

2007 Ford Focus ZX4 SE

Dornsife, PA

UnscoredLimited · 6
$2,200200,039 mi

Comparison: 6 similar vehicles

Dornsife, PA

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Jonestown, PA

UnscoredLimited · 10
$2,200229,389 mi

Comparison: 10 similar vehicles

Jonestown, PA

2002 Dodge Dakota Base

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

2002 Dodge Dakota Base

Dornsife, PA

UnscoredInsufficient · 0
$2,200116,432 mi

Dornsife, PA

2018 Mitsubishi Outlander Sport ES

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

2018 Mitsubishi Outlander Sport ES

Schuylkill Haven, PA

UnscoredInsufficient · 0
$2,25058,697 mi

Schuylkill Haven, PA

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Jonestown, PA

UnscoredInsufficient · 3
$2,256118,756 mi

Comparison: 3 similar vehicles

Jonestown, PA

2005 Ford Focus ZX5 SE

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

2005 Ford Focus ZX5 SE

Reading, PA

UnscoredInsufficient · 0
$2,295198,000 mi

Reading, PA

2019 Kia Optima LX

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

2019 Kia Optima LX

Ephrata, PA

UnscoredRobust · 57
$2,40069,886 mi

Comparison: 57 similar vehicles

Ephrata, PA

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Ephrata, PA

UnscoredLimited · 8
$2,40079,750 mi

Comparison: 8 similar vehicles

Ephrata, PA

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Manheim, PA

UnscoredLimited · 5
$2,400111,446 mi

Comparison: 5 similar vehicles

Manheim, PA

2005 Ford Explorer XLT

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

2005 Ford Explorer XLT

Dornsife, PA

UnscoredInsufficient · 0
$2,400170,438 mi

Dornsife, PA

2014 Ford Focus SE

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

2014 Ford Focus SE

Camp Hill, PA

UnscoredLimited · 11
$2,495189,448 mi

Comparison: 11 similar vehicles

Camp Hill, PA

2008 Chrysler PT Cruiser Touring Edition

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

2008 Chrysler PT Cruiser Touring Edition

Dornsife, PA

UnscoredInsufficient · 0
$2,495121,431 mi

Dornsife, PA

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 manage their profile, 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, exports, and enhanced merchandising.
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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