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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 8, 2026

7.3M+

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

460 listings found

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Morrisville, PA

Unscored
$2,500242,500 mi

Comparison: 58 similar vehicles

Morrisville, PA

2007 BMW 3 Series 328xi

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

2007 BMW 3 Series 328xi

Morrisville, PA

Unscored
$2,599226,349 mi

Comparison: 15 similar vehicles

Morrisville, PA

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Morrisville, PA

Unscored
$2,99996,829 mi

Comparison: 6 similar vehicles

Morrisville, PA

2011 BMW 5 Series 535i

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

2011 BMW 5 Series 535i

Morrisville, PA

Unscored
$2,999247,475 mi

Comparison: 10 similar vehicles

Morrisville, 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

2017 Ford Fiesta SE

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

2017 Ford Fiesta SE

Morrisville, PA

UnscoredInsufficient · 4
$3,30092,425 mi

Comparison: 4 similar vehicles

Morrisville, PA

2014 Volkswagen Passat S

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

2014 Volkswagen Passat S

Morrisville, PA

Unscored
$3,499185,937 mi

Comparison: 27 similar vehicles

Morrisville, PA

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Morrisville, PA

Unscored
$3,59984,084 mi

Comparison: 8 similar vehicles

Morrisville, PA

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Morrisville, PA

Salvage title
$3,599262,493 mi

Morrisville, PA

2008 BMW X5 3.0si

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

2008 BMW X5 3.0si

Morrisville, PA

Unscored
$3,799165,822 mi

Comparison: 6 similar vehicles

Morrisville, PA

2005 Mercedes-Benz S-Class S500

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

2005 Mercedes-Benz S-Class S500

Morrisville, PA

UnscoredInsufficient · 3
$3,895175,781 mi

Comparison: 3 similar vehicles

Morrisville, PA

2012 Kia Optima LX

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

2012 Kia Optima LX

Morrisville, PA

Unscored
$3,999163,083 mi

Comparison: 8 similar vehicles

Morrisville, PA

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Morrisville, PA

Salvage title
$3,999112,616 mi

Morrisville, PA

2010 Audi Q5 Premium

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

2010 Audi Q5 Premium

Morrisville, PA

Unscored
$3,999183,621 mi

Comparison: 8 similar vehicles

Morrisville, PA

2009 GMC Acadia SLT1

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

2009 GMC Acadia SLT1

Morrisville, PA

UnscoredInsufficient · 0
$3,999188,151 mi

Morrisville, PA

2002 Mercedes-Benz S-Class S430

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

2002 Mercedes-Benz S-Class S430

Morrisville, PA

Salvage title
$3,99978,874 mi

Morrisville, PA

2015 Nissan Altima S

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

2015 Nissan Altima S

Morrisville, PA

Unscored
$4,20078,729 mi

Comparison: 32 similar vehicles

Morrisville, PA

2011 Kia Optima LX

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

2011 Kia Optima LX

Morrisville, PA

Unscored
$4,299129,132 mi

Comparison: 6 similar vehicles

Morrisville, PA

2013 Kia Optima LX

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

2013 Kia Optima LX

Morrisville, PA

Unscored
$4,499138,088 mi

Comparison: 5 similar vehicles

Morrisville, PA

2011 Chevrolet Traverse 2LT

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

2011 Chevrolet Traverse 2LT

Morrisville, PA

UnscoredInsufficient · 3
$4,599176,791 mi

Comparison: 3 similar vehicles

Morrisville, PA

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Morrisville, PA

Unscored
$4,69984,001 mi

Comparison: 8 similar vehicles

Morrisville, PA

2009 BMW X5 xDrive30i

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

2009 BMW X5 xDrive30i

Morrisville, PA

Unscored
$4,799137,562 mi

Comparison: 9 similar vehicles

Morrisville, PA

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Morrisville, PA

Unscored
$4,950136,953 mi

Comparison: 6 similar vehicles

Morrisville, PA

2015 Chrysler Town & Country Touring-L

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

2015 Chrysler Town & Country Touring-L

Morrisville, PA

Unscored
$4,995129,476 mi

Comparison: 13 similar vehicles

Morrisville, PA

2014 Nissan Altima S

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

2014 Nissan Altima S

Morrisville, PA

Fair PriceLimited · 11
$4,99595,478 mi

Market: $4,595 – $8,899

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 204 days listed (based on current market benchmarks)

Morrisville, PA

2014 Kia Soul Base

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

2014 Kia Soul Base

Morrisville, PA

Unscored
$4,999155,959 mi

Comparison: 10 similar vehicles

Morrisville, PA

2013 Kia Optima LX

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

2013 Kia Optima LX

Morrisville, PA

Unscored
$4,999100,300 mi

Comparison: 5 similar vehicles

Morrisville, PA

2009 Hyundai Genesis 3.8

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

2009 Hyundai Genesis 3.8

Morrisville, PA

Unscored
$4,999146,423 mi

Comparison: 10 similar vehicles

Morrisville, PA

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Morrisville, PA

Unscored
$4,999144,163 mi

Comparison: 7 similar vehicles

Morrisville, PA

2007 Chevrolet Equinox LT

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

2007 Chevrolet Equinox LT

Morrisville, PA

Unscored
$5,000243,662 mi

Comparison: 7 similar vehicles

Morrisville, PA

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Morrisville, PA

Fair PriceModerate · 28
$5,19962,695 mi

Market: $3,000 – $8,495

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Morrisville, PA

2011 Audi Q5 Premium Plus

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

2011 Audi Q5 Premium Plus

Morrisville, PA

Unscored
$5,233138,000 mi

Comparison: 10 similar vehicles

Morrisville, PA

2012 Audi Q5 Premium Plus

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

2012 Audi Q5 Premium Plus

Morrisville, PA

Unscored
$5,290150,387 mi

Comparison: 10 similar vehicles

Morrisville, PA

2013 Kia Optima EX

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

2013 Kia Optima EX

Morrisville, PA

Unscored
$5,29991,842 mi

Comparison: 6 similar vehicles

Morrisville, PA

2010 Honda Odyssey Touring

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

2010 Honda Odyssey Touring

Morrisville, PA

Unscored
$5,299132,119 mi

Comparison: 6 similar vehicles

Morrisville, PA

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Morrisville, PA

Great DealLimited · 11
$5,39975,658 mi

Market: $6,995 – $14,493

Comparison: 11 similar vehicles

Competitively priced ~23% below the typical range compared to similar vehicles · 137 days listed (based on current market benchmarks)

Morrisville, PA

2017 Nissan Maxima SV

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

2017 Nissan Maxima SV

Morrisville, PA

UnscoredInsufficient · 3
$5,497166,647 mi

Comparison: 3 similar vehicles

Morrisville, PA

2014 Nissan Altima SL

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

2014 Nissan Altima SL

Morrisville, PA

Fair PriceModerate · 35
$5,59998,963 mi

Market: $3,500 – $11,150

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 205 days listed (based on current market benchmarks)

Morrisville, PA

2014 Audi Q7 Premium

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

2014 Audi Q7 Premium

Morrisville, PA

Unscored
$5,599163,177 mi

Comparison: 13 similar vehicles

Morrisville, PA

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Morrisville, PA

UnscoredInsufficient · 0
$5,59954,649 mi

Morrisville, PA

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Morrisville, PA

Unscored
$5,699126,725 mi

Comparison: 61 similar vehicles

Morrisville, PA

2013 Hyundai Sonata SE

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

2013 Hyundai Sonata SE

Morrisville, PA

UnscoredInsufficient · 0
$5,79959,080 mi

Morrisville, PA

2011 Nissan Sentra SL

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

2011 Nissan Sentra SL

Morrisville, PA

Unscored
$5,89595,759 mi

Comparison: 7 similar vehicles

Morrisville, PA

2015 Kia Optima LX

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

2015 Kia Optima LX

Morrisville, PA

Unscored
$5,899139,959 mi

Comparison: 7 similar vehicles

Morrisville, PA

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Morrisville, PA

Fair PriceLimited · 13
$5,999106,500 mi

Market: $3,999 – $14,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 241 days listed (based on current market benchmarks)

Morrisville, PA

2016 Chevrolet Impala 1LT

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

2016 Chevrolet Impala 1LT

Morrisville, PA

UnscoredInsufficient · 0
$5,999128,138 mi

Morrisville, PA

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Morrisville, PA

Fair PriceLimited · 18
$5,999104,224 mi

Market: $4,655 – $11,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Morrisville, PA

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Morrisville, PA

Fair PriceLimited · 18
$5,999100,214 mi

Market: $4,655 – $11,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Morrisville, PA

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Morrisville, PA

Fair PriceLimited · 18
$5,999102,181 mi

Market: $4,655 – $11,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 138 days listed (based on current market benchmarks)

Morrisville, PA

2015 Kia Optima LX

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

2015 Kia Optima LX

Morrisville, PA

Unscored
$5,999119,089 mi

Comparison: 7 similar vehicles

Morrisville, PA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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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