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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 7, 2026

7.1M+

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

236 listings found

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Pen Argyl, PA

UnscoredInsufficient · 4
$2,500185,819 mi

Comparison: 4 similar vehicles

Pen Argyl, PA

2011 Subaru Legacy I Limited

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

2011 Subaru Legacy I Limited

Pen Argyl, PA

Unscored
$2,500210,387 mi

Comparison: 11 similar vehicles

Pen Argyl, PA

2012 Subaru Legacy I Premium

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

2012 Subaru Legacy I Premium

Pen Argyl, PA

Unscored
$3,400251,710 mi

Comparison: 26 similar vehicles

Pen Argyl, PA

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Pen Argyl, PA

Unscored
$3,500142,381 mi

Comparison: 29 similar vehicles

Pen Argyl, PA

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Pen Argyl, PA

Unscored
$3,900194,495 mi

Comparison: 6 similar vehicles

Pen Argyl, PA

2008 Nissan Altima S

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

2008 Nissan Altima S

Pen Argyl, PA

Fair PriceModerate · 28
$3,900104,342 mi

Market: $1,900 – $9,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Pen Argyl, PA

2009 Hyundai Accent GS

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

2009 Hyundai Accent GS

Pen Argyl, PA

Unscored
$4,40093,141 mi

Comparison: 14 similar vehicles

Pen Argyl, PA

2003 Honda Civic LX

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

2003 Honda Civic LX

Pen Argyl, PA

UnscoredInsufficient · 4
$4,400145,949 mi

Comparison: 4 similar vehicles

Pen Argyl, PA

2014 Nissan JUKE SV

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

2014 Nissan JUKE SV

Pen Argyl, PA

Unscored
$4,500152,553 mi

Comparison: 8 similar vehicles

Pen Argyl, PA

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Pen Argyl, PA

Unscored
$4,500166,777 mi

Comparison: 46 similar vehicles

Pen Argyl, PA

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Pen Argyl, PA

Unscored
$4,500189,079 mi

Comparison: 6 similar vehicles

Pen Argyl, PA

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

Pen Argyl, PA

Unscored
$4,900131,311 mi

Comparison: 60 similar vehicles

Pen Argyl, PA

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Pen Argyl, PA

Unscored
$4,900Mileage not verified

Comparison: 27 similar vehicles

Pen Argyl, PA

2006 Honda Odyssey EX

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

2006 Honda Odyssey EX

Pen Argyl, PA

Unscored
$4,900129,302 mi

Comparison: 20 similar vehicles

Pen Argyl, PA

2009 Ford Escape Limited

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

2009 Ford Escape Limited

Pen Argyl, PA

UnscoredInsufficient · 4
$5,400121,155 mi

Comparison: 4 similar vehicles

Pen Argyl, PA

2009 Honda Civic LX

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

2009 Honda Civic LX

Pen Argyl, PA

UnscoredInsufficient · 4
$5,500160,080 mi

Comparison: 4 similar vehicles

Pen Argyl, PA

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Pen Argyl, PA

Unscored
$5,500140,921 mi

Comparison: 18 similar vehicles

Pen Argyl, PA

2005 Toyota Sienna LE

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

2005 Toyota Sienna LE

Pen Argyl, PA

Fair PriceLimited · 11
$5,700117,947 mi

Market: $3,900 – $6,999

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Pen Argyl, PA

2015 Dodge Dart GT

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

2015 Dodge Dart GT

Pen Argyl, PA

UnscoredInsufficient · 4
$5,850120,000 mi

Comparison: 4 similar vehicles

Pen Argyl, PA

2011 Ford Fiesta SES

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

2011 Ford Fiesta SES

Pen Argyl, PA

Unscored
$5,895108,357 mi

Comparison: 6 similar vehicles

Pen Argyl, PA

2016 Mazda MAZDA6 i Touring

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

2016 Mazda MAZDA6 i Touring

Pen Argyl, PA

Unscored
$5,900202,515 mi

Comparison: 44 similar vehicles

Pen Argyl, PA

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Pen Argyl, PA

Unscored
$5,900174,061 mi

Comparison: 21 similar vehicles

Pen Argyl, PA

2014 Mazda MAZDA3 i Touring

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

2014 Mazda MAZDA3 i Touring

Pen Argyl, PA

Unscored
$5,900185,026 mi

Comparison: 14 similar vehicles

Pen Argyl, PA

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Pen Argyl, PA

Unscored
$5,900184,810 mi

Comparison: 9 similar vehicles

Pen Argyl, PA

2012 Nissan LEAF SL

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

2012 Nissan LEAF SL

Pen Argyl, PA

UnscoredInsufficient · 4
$5,99574,269 mi

Comparison: 4 similar vehicles

Pen Argyl, PA

2009 Land Rover LR2 HSE

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

2009 Land Rover LR2 HSE

Pen Argyl, PA

UnscoredInsufficient · 0
$6,000120,000 mi

Pen Argyl, PA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Pen Argyl, PA

Fair PriceModerate · 21
$6,20077,588 mi

Market: $5,950 – $12,195

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

Pen Argyl, PA

2016 Subaru Legacy 2.5i Limited

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

2016 Subaru Legacy 2.5i Limited

Pen Argyl, PA

Unscored
$6,500171,908 mi

Comparison: 5 similar vehicles

Pen Argyl, PA

2014 MINI Countryman S

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

2014 MINI Countryman S

Pen Argyl, PA

Unscored
$6,500142,815 mi

Comparison: 36 similar vehicles

Pen Argyl, PA

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Pen Argyl, PA

Fair PriceLimited · 15
$6,500106,140 mi

Market: $3,995 – $7,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Pen Argyl, PA

2017 Jeep Compass High Altitude

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

2017 Jeep Compass High Altitude

Pen Argyl, PA

Fair PriceModerate · 36
$6,900102,484 mi

Market: $5,395 – $17,095

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Pen Argyl, PA

2016 Chevrolet Sonic LT

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

2016 Chevrolet Sonic LT

Pen Argyl, PA

UnscoredInsufficient · 3
$6,90062,161 mi

Comparison: 3 similar vehicles

Pen Argyl, PA

2015 Dodge Dart GT

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

2015 Dodge Dart GT

Pen Argyl, PA

UnscoredInsufficient · 4
$6,90096,279 mi

Comparison: 4 similar vehicles

Pen Argyl, PA

2009 Mercury Milan Premier

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

2009 Mercury Milan Premier

Pen Argyl, PA

UnscoredInsufficient · 4
$6,90083,064 mi

Comparison: 4 similar vehicles

Pen Argyl, PA

2013 Mazda MAZDA3 i Grand Touring

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

2013 Mazda MAZDA3 i Grand Touring

Pen Argyl, PA

Unscored
$7,200130,708 mi

Comparison: 7 similar vehicles

Pen Argyl, PA

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Pen Argyl, PA

UnscoredInsufficient · 3
$7,500155,076 mi

Comparison: 3 similar vehicles

Pen Argyl, PA

2015 Mazda MAZDA3 i Touring

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

2015 Mazda MAZDA3 i Touring

Pen Argyl, PA

Unscored
$7,500151,822 mi

Comparison: 34 similar vehicles

Pen Argyl, PA

2014 Subaru Outback Base

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

2014 Subaru Outback Base

Pen Argyl, PA

UnscoredInsufficient · 3
$7,500143,293 mi

Comparison: 3 similar vehicles

Pen Argyl, PA

2011 Ford Ranger XLT

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

2011 Ford Ranger XLT

Pen Argyl, PA

Unscored
$7,500101,491 mi

Comparison: 7 similar vehicles

Pen Argyl, PA

2015 Subaru Outback Limited

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

2015 Subaru Outback Limited

Pen Argyl, PA

Unscored
$7,700167,950 mi

Comparison: 72 similar vehicles

Pen Argyl, PA

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Pen Argyl, PA

UnscoredInsufficient · 3
$7,700141,118 mi

Comparison: 3 similar vehicles

Pen Argyl, PA

2017 Honda Accord LX

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

2017 Honda Accord LX

Pen Argyl, PA

Unscored
$7,900186,443 mi

Comparison: 100 similar vehicles

Pen Argyl, PA

2015 Subaru Legacy 2.5i Premium

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

2015 Subaru Legacy 2.5i Premium

Pen Argyl, PA

Unscored
$7,900152,637 mi

Comparison: 26 similar vehicles

Pen Argyl, PA

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Pen Argyl, PA

UnscoredInsufficient · 3
$7,900110,197 mi

Comparison: 3 similar vehicles

Pen Argyl, PA

2010 Subaru Forester XT Limited

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

2010 Subaru Forester XT Limited

Pen Argyl, PA

UnscoredInsufficient · 0
$7,995149,974 mi

Pen Argyl, PA

2016 Subaru Outback Limited

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

2016 Subaru Outback Limited

Pen Argyl, PA

Unscored
$8,400164,849 mi

Comparison: 9 similar vehicles

Pen Argyl, PA

2015 Subaru Outback Limited

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

2015 Subaru Outback Limited

Pen Argyl, PA

Unscored
$8,400164,456 mi

Comparison: 72 similar vehicles

Pen Argyl, PA

2017 Jeep Patriot High Altitude Edition

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

2017 Jeep Patriot High Altitude Edition

Pen Argyl, PA

Fair PriceModerate · 41
$8,50098,599 mi

Market: $3,900 – $13,593

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Pen Argyl, PA

2017 Nissan Rogue S

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

2017 Nissan Rogue S

Pen Argyl, PA

Fair PriceLimited · 17
$8,90092,214 mi

Market: $4,900 – $14,290

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Pen Argyl, PA

2015 Toyota Camry XSE

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

2015 Toyota Camry XSE

Pen Argyl, PA

Unscored
$8,900160,875 mi

Comparison: 28 similar vehicles

Pen Argyl, 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 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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