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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 20, 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

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

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

2002 Jeep Liberty LIMITED

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

2002 Jeep Liberty LIMITED

Saylorsburg, PA

UnscoredLimited · 6
$1,795147,000 mi

Comparison: 6 similar vehicles

Saylorsburg, 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

2013 Jeep Patriot Sport

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

2013 Jeep Patriot Sport

Bath, PA

UnscoredLimited · 18
$1,995153,425 mi

Comparison: 18 similar vehicles

Bath, PA

2006 Ford Freestyle SE

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

2006 Ford Freestyle SE

Philadelphia, PA

UnscoredInsufficient · 0
$1,995126,350 mi

Philadelphia, PA

2005 Lexus RX 330

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

2005 Lexus RX 330

Philadelphia, PA

UnscoredLimited · 9
$1,995182,640 mi

Comparison: 9 similar vehicles

Philadelphia, 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

2011 GMC Terrain SLE-2

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

2011 GMC Terrain SLE-2

Rockledge, PA

UnscoredLimited · 12
$2,295216,312 mi

Comparison: 12 similar vehicles

Rockledge, PA

2003 GMC Envoy SLT

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

2003 GMC Envoy SLT

Rockledge, PA

UnscoredInsufficient · 4
$2,295241,090 mi

Comparison: 4 similar vehicles

Rockledge, PA

2003 Jeep Liberty Sport

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

2003 Jeep Liberty Sport

Rockledge, PA

UnscoredLimited · 8
$2,295179,961 mi

Comparison: 8 similar vehicles

Rockledge, PA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Bath, PA

UnscoredModerate · 21
$2,495250,000 mi

Comparison: 21 similar vehicles

Bath, PA

2009 Chevrolet Traverse 1LT

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

2009 Chevrolet Traverse 1LT

Bath, PA

UnscoredLimited · 12
$2,495196,105 mi

Comparison: 12 similar vehicles

Bath, PA

2008 Nissan Rogue S

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

2008 Nissan Rogue S

Rockledge, PA

UnscoredLimited · 6
$2,495251,890 mi

Comparison: 6 similar vehicles

Rockledge, PA

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Saylorsburg, PA

UnscoredLimited · 18
$2,495166,000 mi

Comparison: 18 similar vehicles

Saylorsburg, PA

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Easton, PA

UnscoredInsufficient · 0
$2,500170,546 mi

Easton, PA

2001 Chevrolet Suburban Base

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

2001 Chevrolet Suburban Base

Ottsville, PA

UnscoredInsufficient · 0
$2,500210,412 mi

Ottsville, PA

2010 Ford Edge SE

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

2010 Ford Edge SE

Rockledge, PA

UnscoredInsufficient · 3
$2,595175,000 mi

Comparison: 3 similar vehicles

Rockledge, PA

2008 Ford Explorer Eddie Bauer

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

2008 Ford Explorer Eddie Bauer

Rockledge, PA

UnscoredInsufficient · 3
$2,595167,039 mi

Comparison: 3 similar vehicles

Rockledge, PA

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Rockledge, PA

UnscoredInsufficient · 3
$2,595152,505 mi

Comparison: 3 similar vehicles

Rockledge, PA

2003 Ford Explorer XLT

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

2003 Ford Explorer XLT

Philadelphia, PA

UnscoredLimited · 5
$2,699170,467 mi

Comparison: 5 similar vehicles

Philadelphia, PA

2018 GMC Acadia SLE-1

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

2018 GMC Acadia SLE-1

Schuylkill Haven, PA

UnscoredLimited · 5
$2,750100,128 mi

Comparison: 5 similar vehicles

Schuylkill Haven, PA

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Rockledge, PA

UnscoredLimited · 5
$2,795183,316 mi

Comparison: 5 similar vehicles

Rockledge, PA

2002 Chevrolet TrailBlazer LS

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

2002 Chevrolet TrailBlazer LS

Manville, NJ

UnscoredLimited · 5
$2,85092,952 mi

Comparison: 5 similar vehicles

Manville, NJ

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Philadelphia, PA

UnscoredModerate · 21
$2,895277,189 mi

Comparison: 21 similar vehicles

Philadelphia, PA

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Philadelphia, PA

UnscoredLimited · 8
$2,950220,000 mi

Comparison: 8 similar vehicles

Philadelphia, PA

2003 Nissan Pathfinder SE

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

2003 Nissan Pathfinder SE

Philadelphia, PA

UnscoredInsufficient · 0
$2,990157,985 mi

Philadelphia, PA

2016 Ford Explorer Utility Police Interceptor

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

2016 Ford Explorer Utility Police Interceptor

Bath, PA

UnscoredModerate · 34
$2,995203,089 mi

Comparison: 34 similar vehicles

Bath, PA

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Rockledge, PA

UnscoredInsufficient · 4
$2,995123,004 mi

Comparison: 4 similar vehicles

Rockledge, PA

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Allentown, PA

UnscoredModerate · 42
$2,995165,181 mi

Comparison: 42 similar vehicles

Allentown, PA

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Bath, PA

UnscoredInsufficient · 3
$2,995260,981 mi

Comparison: 3 similar vehicles

Bath, PA

2012 Dodge Journey SE

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

2012 Dodge Journey SE

Bath, PA

UnscoredInsufficient · 0
$2,995170,000 mi

Bath, PA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Bath, PA

UnscoredModerate · 21
$2,995160,000 mi

Comparison: 21 similar vehicles

Bath, PA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Rockledge, PA

UnscoredLimited · 19
$2,995150,000 mi

Comparison: 19 similar vehicles

Rockledge, 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

Philadelphia, PA

UnscoredLimited · 5
$2,995234,713 mi

Comparison: 5 similar vehicles

Philadelphia, PA

2005 Chevrolet Equinox LT

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

2005 Chevrolet Equinox LT

Rockledge, PA

UnscoredLimited · 5
$2,995145,797 mi

Comparison: 5 similar vehicles

Rockledge, PA

2005 Subaru Forester X

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

2005 Subaru Forester X

Saylorsburg, PA

UnscoredLimited · 6
$2,995161,000 mi

Comparison: 6 similar vehicles

Saylorsburg, PA

2004 Cadillac Escalade Base

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

2004 Cadillac Escalade Base

Bath, PA

UnscoredInsufficient · 3
$2,995198,638 mi

Comparison: 3 similar vehicles

Bath, PA

2002 Honda CR-V EX

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

2002 Honda CR-V EX

Bath, PA

UnscoredInsufficient · 3
$2,995232,684 mi

Comparison: 3 similar vehicles

Bath, PA

2002 Nissan Pathfinder LE

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

2002 Nissan Pathfinder LE

Montgomery, NJ

UnscoredInsufficient · 0
$2,995216,124 mi

Montgomery, NJ

2011 Kia Sorento EX

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

2011 Kia Sorento EX

Ewing Township, NJ

UnscoredLimited · 7
$2,999201,552 mi

Comparison: 7 similar vehicles

Ewing Township, NJ

2010 Dodge Journey SE

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

2010 Dodge Journey SE

Philadelphia, PA

UnscoredInsufficient · 0
$2,999247,396 mi

Philadelphia, PA

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Ewing Township, NJ

UnscoredLimited · 8
$2,999233,381 mi

Comparison: 8 similar vehicles

Ewing Township, NJ

2006 Subaru Forester X

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

2006 Subaru Forester X

Nazareth, PA

UnscoredLimited · 7
$3,000173,107 mi

Comparison: 7 similar vehicles

Nazareth, PA

2001 GMC Yukon XL Base

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

2001 GMC Yukon XL Base

Morrisville, PA

UnscoredInsufficient · 0
$3,000216,870 mi

Morrisville, PA

2009 GMC Acadia SLE

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

2009 GMC Acadia SLE

Philadelphia, PA

UnscoredLimited · 5
$3,150Mileage not verified

Comparison: 5 similar vehicles

Philadelphia, PA

2008 Acura RDX Base

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

2008 Acura RDX Base

Plumsteadville, PA

UnscoredLimited · 18
$3,190246,551 mi

Comparison: 18 similar vehicles

Plumsteadville, PA

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Reading, PA

UnscoredModerate · 20
$3,195187,549 mi

Comparison: 20 similar vehicles

Reading, PA

2015 Ford Escape SE

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

2015 Ford Escape SE

Ottsville, PA

UnscoredModerate · 21
$3,250238,000 mi

Comparison: 21 similar vehicles

Ottsville, PA

2012 Nissan Murano SL

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

2012 Nissan Murano SL

Philadelphia, PA

UnscoredLimited · 8
$3,295235,421 mi

Comparison: 8 similar vehicles

Philadelphia, PA

2010 Lincoln MKT Base

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

2010 Lincoln MKT Base

Philadelphia, PA

Salvage title
$3,295213,590 mi

Philadelphia, PA

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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