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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

21,085 listings found

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

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

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

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

East Freedom, PA

UnscoredLimited · 15
$1,650147,000 mi

Comparison: 15 similar vehicles

East Freedom, PA

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

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 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

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

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

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

2004 Chevrolet Colorado Z71 LS

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

2004 Chevrolet Colorado Z71 LS

East Freedom, PA

UnscoredLimited · 6
$2,450210,852 mi

Comparison: 6 similar vehicles

East Freedom, 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

2005 Mercury Mariner Luxury 4WD

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

2005 Mercury Mariner Luxury 4WD

Dornsife, PA

UnscoredInsufficient · 0
$2,495123,020 mi

Dornsife, PA

2003 GMC Envoy SLT

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

2003 GMC Envoy SLT

Dornsife, PA

UnscoredLimited · 5
$2,495207,655 mi

Comparison: 5 similar vehicles

Dornsife, PA

2001 Subaru Outback

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

2001 Subaru Outback

Dornsife, PA

UnscoredInsufficient · 0
$2,495161,559 mi

Dornsife, PA

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Dornsife, PA

UnscoredInsufficient · 0
$2,495121,820 mi

Dornsife, PA

2000 Honda Accord EX LEATHER

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

2000 Honda Accord EX LEATHER

Dornsife, PA

UnscoredInsufficient · 0
$2,495235,256 mi

Dornsife, PA

1998 Ford Explorer EDDIE BAUER

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

1998 Ford Explorer EDDIE BAUER

Dornsife, PA

UnscoredInsufficient · 0
$2,495227,644 mi

Dornsife, PA

2010 Dodge Grand Caravan SXT

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

2010 Dodge Grand Caravan SXT

Harrisburg, PA

UnscoredLimited · 8
$2,499206,118 mi

Comparison: 8 similar vehicles

Harrisburg, PA

2014 Dodge Dart SXT

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

2014 Dodge Dart SXT

Dornsife, PA

UnscoredLimited · 17
$2,500108,382 mi

Comparison: 17 similar vehicles

Dornsife, PA

2012 Honda Civic LX

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

2012 Honda Civic LX

Harrisburg, PA

UnscoredLimited · 6
$2,500259,464 mi

Comparison: 6 similar vehicles

Harrisburg, PA

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Sunbury, PA

UnscoredModerate · 43
$2,500157,510 mi

Comparison: 43 similar vehicles

Sunbury, PA

2009 Jeep Grand Cherokee Laredo

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

2009 Jeep Grand Cherokee Laredo

Dornsife, PA

UnscoredModerate · 27
$2,500171,726 mi

Comparison: 27 similar vehicles

Dornsife, PA

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Dornsife, PA

UnscoredInsufficient · 0
$2,500181,113 mi

Dornsife, PA

2008 Volkswagen Touareg 2 VR6

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

2008 Volkswagen Touareg 2 VR6

Dornsife, PA

UnscoredInsufficient · 0
$2,500167,602 mi

Dornsife, PA

2006 Kia Spectra EX

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

2006 Kia Spectra EX

Dornsife, PA

UnscoredInsufficient · 0
$2,500158,137 mi

Dornsife, PA

2005 Cadillac Escalade Base

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

2005 Cadillac Escalade Base

Dornsife, PA

UnscoredInsufficient · 4
$2,500272,105 mi

Comparison: 4 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

Dornsife, PA

UnscoredInsufficient · 0
$2,50093,367 mi

Dornsife, PA

2004 Hyundai Santa Fe GLS

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

2004 Hyundai Santa Fe GLS

Dornsife, PA

UnscoredInsufficient · 0
$2,500180,046 mi

Dornsife, PA

2002 Chevrolet Silverado 1500 base

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

2002 Chevrolet Silverado 1500 base

Dornsife, PA

UnscoredInsufficient · 0
$2,500214,911 mi

Dornsife, PA

2000 Chevrolet Blazer LT

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

2000 Chevrolet Blazer LT

Dornsife, PA

UnscoredInsufficient · 0
$2,500173,236 mi

Dornsife, PA

2000 Jeep Cherokee SPORT

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

2000 Jeep Cherokee SPORT

Dornsife, PA

UnscoredInsufficient · 0
$2,500266,195 mi

Dornsife, PA

1999 Chevrolet Tahoe LS

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

1999 Chevrolet Tahoe LS

Dornsife, PA

UnscoredLimited · 8
$2,500273,266 mi

Comparison: 8 similar vehicles

Dornsife, PA

1998 Ford Ranger XL

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

1998 Ford Ranger XL

Dornsife, PA

UnscoredInsufficient · 0
$2,500246,407 mi

Dornsife, PA

1991 Ford F-150

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

1991 Ford F-150

Dornsife, PA

UnscoredInsufficient · 0
$2,500189,755 mi

Dornsife, PA

1989 Dodge Dakota

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

1989 Dodge Dakota

Boalsburg, PA

UnscoredInsufficient · 0
$2,500158,694 mi

Boalsburg, PA

1988 Lincoln Town Car

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

1988 Lincoln Town Car

Dornsife, PA

UnscoredInsufficient · 0
$2,500175,811 mi

Dornsife, PA

2008 Dodge Durango SXT

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

2008 Dodge Durango SXT

Roaring Spring, PA

UnscoredInsufficient · 0
$2,624119,384 mi

Roaring Spring, PA

2003 Ford Ranger Edge

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

2003 Ford Ranger Edge

Roaring Spring, PA

UnscoredInsufficient · 0
$2,624226,469 mi

Roaring Spring, PA

1995 Jeep Grand Cherokee LAREDO

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

1995 Jeep Grand Cherokee LAREDO

Dornsife, PA

UnscoredInsufficient · 0
$2,695253,042 mi

Dornsife, PA

2007 Saturn ION 2

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

2007 Saturn ION 2

Mechanicsburg, PA

UnscoredLimited · 6
$2,744217,989 mi

Comparison: 6 similar vehicles

Mechanicsburg, PA

2011 Chevrolet Impala LT

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

2011 Chevrolet Impala LT

Harrisburg, PA

UnscoredRobust · 64
$2,799207,085 mi

Comparison: 64 similar vehicles

Harrisburg, PA

2004 Chevrolet Blazer LS

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

2004 Chevrolet Blazer LS

Dornsife, PA

UnscoredInsufficient · 0
$2,800214,071 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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